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NaomiS commited on
Commit
f6f0a7d
·
1 Parent(s): 958cf05

update test 

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Files changed (17) hide show
  1. additional_info.json +17 -0
  2. app.py +3 -16
  3. examples/.DS_Store +0 -0
  4. examples/additional_info.json +17 -0
  5. examples/results_and_parameters.csv +241 -0
  6. tests/.DS_Store +0 -0
  7. tests/__init__.py +0 -0
  8. tests/resources/.DS_Store +0 -0
  9. tests/resources/inputs/.DS_Store +0 -0
  10. tests/resources/inputs/test_submission_1/results_and_parameters.csv +241 -0
  11. tests/resources/outputs/.DS_Store +0 -0
  12. tests/resources/outputs/test_output.pkl +0 -0
  13. tests/test_compile_results.py +83 -0
  14. utils/.DS_Store +0 -0
  15. utils/compile_results.py +1 -2
  16. utils/constants.py +1 -1
  17. utils/normalizer/leaderboard_114be1f0-5a41-43a5-b4e6-7fb683bc01ec_main/normalizer.json +0 -50
additional_info.json ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+
3
+ "Paper Link": "links to published paper or preprint if available. Please use N/A if not available",
4
+ "Code Repository Link ": "links to any papers that you wish to be included with your submission. Please use N/A if not available",
5
+ "License": "License information about your model, e.g. MIT. Please use N/A if not available",
6
+ "Number of HPO trials": "Number of trials for hyperparameter optimiztion of each model/dataset combination",
7
+ "Additional information about submission": "Any information about how the experiments were conducted",
8
+ "Comments on new models in submission": "Describe any new models you have included which were not previously part of the leaderboard. You may include information such as model architecture, pre-training datasets used, number of training steps, hardware used, training time",
9
+ "New model info":
10
+ [
11
+ {
12
+ "model_display_name": "Name to be used in leaderboard table for any new models in your submission",
13
+ "model_size": "number of trainable parameters in model (e.g. 300M)",
14
+ "unique_backbone_key": "backbone used in experiments to identify the model. Will be used to identify the model in the results table (csv file)"
15
+ }
16
+ ]
17
+ }
app.py CHANGED
@@ -168,17 +168,6 @@ def check_sanity(model_name):
168
  except ValueError:
169
  return False
170
 
171
-
172
- def make_hyperlink_old(link_name) -> str:
173
- try:
174
- safe_name = sanitize_model_name(link_name)
175
- safe_url = f"https://huggingface.co/spaces/NaomiS/test-GB/blob/main/results/{quote(safe_name)}"
176
- #something
177
- #other thing
178
- #safe_url = f"https://huggingface.co/spaces/ServiceNow/browsergym-leaderboard/blob/main/results/{quote(safe_name)}/README.md"
179
- return f'<a href="{html.escape(safe_url)}" target="_blank">{html.escape(safe_name)}</a>'
180
- except ValueError:
181
- return ""
182
 
183
  def make_hyperlink_datasets(url: str ,
184
  url_name: str,
@@ -210,7 +199,7 @@ def filter_with_user_selections(unique_key: str,
210
  horizontal=True
211
  )
212
  if view_best_per_model == "best results per model":
213
- print(f"FIXING TYPE_ERROR: {table.describe()}")
214
  table = table.loc[table.groupby('Model')[iqm_column_name].transform('idxmax'),:]
215
  table = table.drop_duplicates(['Model'])
216
 
@@ -329,9 +318,8 @@ def create_datasets_tabs(datasets_tables: dict
329
  datasets_tabs = st.tabs([dataset.replace("_", " ") for dataset in DATASETS])
330
  for i, dataset in enumerate(DATASETS):
331
  with datasets_tabs[i]:
332
- print(f"DATASETS: {dataset}")
333
- print(f"DATASET_INFO: {DATASET_INFO}")
334
- dataset_desc = DATASET_INFO["Description"][DATASET_INFO["Dataset"].index(dataset)]
335
  st.header(dataset.replace("_", " ").title())
336
  st.markdown(dataset_desc)
337
 
@@ -374,7 +362,6 @@ def create_info_tab():
374
  dataset_table.drop(columns=['Hyperlinks', 'Citation'], inplace = True)
375
  dataset_table["Citation"] = citation_hyperlinks
376
  dataset_table = create_html_table_info(dataset_table)
377
- print(dataset_table)
378
  st.markdown(dataset_table, unsafe_allow_html=True)
379
 
380
  with tabs[1]:
 
168
  except ValueError:
169
  return False
170
 
 
 
 
 
 
 
 
 
 
 
 
171
 
172
  def make_hyperlink_datasets(url: str ,
173
  url_name: str,
 
199
  horizontal=True
200
  )
201
  if view_best_per_model == "best results per model":
202
+ table[iqm_column_name] = pd.to_numeric(table[iqm_column_name])
203
  table = table.loc[table.groupby('Model')[iqm_column_name].transform('idxmax'),:]
204
  table = table.drop_duplicates(['Model'])
205
 
 
318
  datasets_tabs = st.tabs([dataset.replace("_", " ") for dataset in DATASETS])
319
  for i, dataset in enumerate(DATASETS):
320
  with datasets_tabs[i]:
321
+ dataset_name = dataset.replace("_", " ").title()
322
+ dataset_desc = DATASET_INFO["Description"][DATASET_INFO["Dataset"].index(dataset_name)]
 
323
  st.header(dataset.replace("_", " ").title())
324
  st.markdown(dataset_desc)
325
 
 
362
  dataset_table.drop(columns=['Hyperlinks', 'Citation'], inplace = True)
363
  dataset_table["Citation"] = citation_hyperlinks
364
  dataset_table = create_html_table_info(dataset_table)
 
365
  st.markdown(dataset_table, unsafe_allow_html=True)
366
 
367
  with tabs[1]:
examples/.DS_Store ADDED
Binary file (6.15 kB). View file
 
examples/additional_info.json ADDED
@@ -0,0 +1,17 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+
3
+ "Paper Link": "links to published paper or preprint if available. Please use N/A if not available",
4
+ "Code Repository Link ": "links to any papers that you wish to be included with your submission. Please use N/A if not available",
5
+ "License": "License information about your model, e.g. MIT. Please use N/A if not available",
6
+ "Number of HPO trials": "Number of trials for hyperparameter optimiztion of each model/dataset combination",
7
+ "Additional information about submission": "Any information about how the experiments were conducted",
8
+ "Comments on new models in submission": "Describe any new models you have included which were not previously part of the leaderboard. You may include information such as model architecture, pre-training datasets used, number of training steps, hardware used, training time",
9
+ "New model info":
10
+ [
11
+ {
12
+ "model_display_name": "Name to be used in leaderboard table for any new models in your submission",
13
+ "model_size": "number of trainable parameters in model (e.g. 300M)",
14
+ "unique_backbone_key": "backbone used in experiments to identify the model. Will be used to identify the model in the results table (csv file)"
15
+ }
16
+ ]
17
+ }
examples/results_and_parameters.csv ADDED
@@ -0,0 +1,241 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,Metric,experiment_name,partition name,backbone,decoder,batch_size_selection,early_stop_patience,n_trials,Seed,data_percentages,batch_size,weight_decay,lr,test metric
2
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4074,100%,8,0.376311714631646,8.49502710213644e-05,0.6672176122665405
3
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1897,100%,8,0.376311714631646,8.49502710213644e-05,0.6660189628601074
4
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1270,100%,8,0.376311714631646,8.49502710213644e-05,0.6640214920043945
5
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3768,100%,8,0.376311714631646,8.49502710213644e-05,0.6960753202438354
6
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3401,100%,8,0.376311714631646,8.49502710213644e-05,0.6873977184295654
7
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3224,100%,8,0.376311714631646,8.49502710213644e-05,0.6798655986785889
8
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2874,100%,8,0.376311714631646,8.49502710213644e-05,0.651594340801239
9
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3985,100%,8,0.376311714631646,8.49502710213644e-05,0.6867294311523438
10
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4143,100%,8,0.376311714631646,8.49502710213644e-05,0.665279746055603
11
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,52,100%,8,0.376311714631646,8.49502710213644e-05,0.6851502656936646
12
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1448,100%,32,0.0028238171171985,0.0009324538851647,0.3234341442584991
13
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,584,100%,32,0.0028238171171985,0.0009324538851647,0.3291504979133606
14
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1031,100%,32,0.0028238171171985,0.0009324538851647,0.3228558301925659
15
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2751,100%,32,0.0028238171171985,0.0009324538851647,0.3260976672172546
16
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3898,100%,32,0.0028238171171985,0.0009324538851647,0.3153356313705444
17
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1970,100%,32,0.0028238171171985,0.0009324538851647,0.3248571753501892
18
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,96,100%,32,0.0028238171171985,0.0009324538851647,0.3324618935585022
19
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2531,100%,32,0.0028238171171985,0.0009324538851647,0.3320326507091522
20
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2268,100%,32,0.0028238171171985,0.0009324538851647,0.315716028213501
21
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3222,100%,32,0.0028238171171985,0.0009324538851647,0.3328837752342224
22
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,199,100%,8,0.0635019082538137,0.0001077432627767,0.933402419090271
23
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4121,100%,8,0.0635019082538137,0.0001077432627767,0.9397921562194824
24
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2249,100%,8,0.0635019082538137,0.0001077432627767,0.9408209323883056
25
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3809,100%,8,0.0635019082538137,0.0001077432627767,0.938472330570221
26
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,85,100%,8,0.0635019082538137,0.0001077432627767,0.939550518989563
27
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,780,100%,8,0.0635019082538137,0.0001077432627767,0.939792811870575
28
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1094,100%,8,0.0635019082538137,0.0001077432627767,0.9387277364730836
29
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2316,100%,8,0.0635019082538137,0.0001077432627767,0.938027560710907
30
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2244,100%,8,0.0635019082538137,0.0001077432627767,0.935537576675415
31
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1350,100%,8,0.0635019082538137,0.0001077432627767,0.9421088695526124
32
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1511,100%,8,0.1162518746995334,0.0009977774835077,0.9161623120307922
33
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2020,100%,8,0.1162518746995334,0.0009977774835077,0.7651582956314087
34
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2860,100%,8,0.1162518746995334,0.0009977774835077,0.7665423154830933
35
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3835,100%,8,0.1162518746995334,0.0009977774835077,0.9021945595741272
36
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1192,100%,8,0.1162518746995334,0.0009977774835077,0.9094558954238892
37
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2281,100%,8,0.1162518746995334,0.0009977774835077,0.890521228313446
38
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1968,100%,8,0.1162518746995334,0.0009977774835077,0.7655184268951416
39
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,218,100%,8,0.1162518746995334,0.0009977774835077,0.7658498883247375
40
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2115,100%,8,0.1162518746995334,0.0009977774835077,0.8599324226379395
41
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3423,100%,8,0.1162518746995334,0.0009977774835077,0.9091439843177797
42
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2509,100%,8,0.0983399202983907,0.0009153563094797,0.5734111666679382
43
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3987,100%,8,0.0983399202983907,0.0009153563094797,0.559952974319458
44
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3921,100%,8,0.0983399202983907,0.0009153563094797,0.5713885426521301
45
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,47,100%,8,0.0983399202983907,0.0009153563094797,0.5674113631248474
46
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,585,100%,8,0.0983399202983907,0.0009153563094797,0.5748375654220581
47
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2217,100%,8,0.0983399202983907,0.0009153563094797,0.570099949836731
48
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,288,100%,8,0.0983399202983907,0.0009153563094797,0.5726335048675537
49
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4135,100%,8,0.0983399202983907,0.0009153563094797,0.5661790370941162
50
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3220,100%,8,0.0983399202983907,0.0009153563094797,0.5695707201957703
51
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1504,100%,8,0.0983399202983907,0.0009153563094797,0.5611818432807922
52
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,515,100%,16,0.2992355570741097,0.0005669541997516,0.8232710361480713
53
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1577,100%,16,0.2992355570741097,0.0005669541997516,0.8244178295135498
54
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2509,100%,16,0.2992355570741097,0.0005669541997516,0.8250547647476196
55
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1281,100%,16,0.2992355570741097,0.0005669541997516,0.8269679546356201
56
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2456,100%,16,0.2992355570741097,0.0005669541997516,0.8278542160987854
57
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2575,100%,16,0.2992355570741097,0.0005669541997516,0.8266293406486511
58
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4495,100%,16,0.2992355570741097,0.0005669541997516,0.8163466453552246
59
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3347,100%,16,0.2992355570741097,0.0005669541997516,0.8090845346450806
60
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1611,100%,16,0.2992355570741097,0.0005669541997516,0.8216108083724976
61
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4208,100%,16,0.2992355570741097,0.0005669541997516,0.8205042481422424
62
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,799,100%,32,0.0845698013691995,7.095358602186485e-05,0.7135563492774963
63
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,339,100%,32,0.0845698013691995,7.095358602186485e-05,0.7104905843734741
64
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4739,100%,32,0.0845698013691995,7.095358602186485e-05,0.688521146774292
65
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4036,100%,32,0.0845698013691995,7.095358602186485e-05,0.7167086601257324
66
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3312,100%,32,0.0845698013691995,7.095358602186485e-05,0.715383768081665
67
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2740,100%,32,0.0845698013691995,7.095358602186485e-05,0.7025712728500366
68
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3843,100%,32,0.0845698013691995,7.095358602186485e-05,0.6929353475570679
69
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4613,100%,32,0.0845698013691995,7.095358602186485e-05,0.7135555744171143
70
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2118,100%,32,0.0845698013691995,7.095358602186485e-05,0.7066311836242676
71
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1998,100%,32,0.0845698013691995,7.095358602186485e-05,0.7069718241691589
72
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1273,100%,32,0.3169093481136426,0.0002803700277342,0.331969290971756
73
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4369,100%,32,0.3169093481136426,0.0002803700277342,0.3571399450302124
74
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4295,100%,32,0.3169093481136426,0.0002803700277342,0.3499228954315185
75
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3719,100%,32,0.3169093481136426,0.0002803700277342,0.3375613093376159
76
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4980,100%,32,0.3169093481136426,0.0002803700277342,0.3444221615791321
77
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3926,100%,32,0.3169093481136426,0.0002803700277342,0.3480183482170105
78
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,523,100%,32,0.3169093481136426,0.0002803700277342,0.3338068127632141
79
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3132,100%,32,0.3169093481136426,0.0002803700277342,0.3421605825424194
80
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,268,100%,32,0.3169093481136426,0.0002803700277342,0.3521450757980346
81
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1294,100%,32,0.3169093481136426,0.0002803700277342,0.3380949795246124
82
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2853,100%,32,0.2806807709516379,0.0001561962879473,0.9402685165405272
83
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,921,100%,32,0.2806807709516379,0.0001561962879473,0.935638189315796
84
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2885,100%,32,0.2806807709516379,0.0001561962879473,0.9274752140045166
85
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1833,100%,32,0.2806807709516379,0.0001561962879473,0.9409592151641846
86
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2434,100%,32,0.2806807709516379,0.0001561962879473,0.942594826221466
87
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4523,100%,32,0.2806807709516379,0.0001561962879473,0.9272408485412598
88
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1074,100%,32,0.2806807709516379,0.0001561962879473,0.9365390539169312
89
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2695,100%,32,0.2806807709516379,0.0001561962879473,0.9388547539711
90
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3339,100%,32,0.2806807709516379,0.0001561962879473,0.9340709447860718
91
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,778,100%,32,0.2806807709516379,0.0001561962879473,0.9414107799530028
92
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,391,100%,8,0.1872029616850694,0.0001583623070717,0.8811582922935486
93
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,125,100%,8,0.1872029616850694,0.0001583623070717,0.7500208616256714
94
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1471,100%,8,0.1872029616850694,0.0001583623070717,0.7552796006202698
95
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,185,100%,8,0.1872029616850694,0.0001583623070717,0.7548510432243347
96
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3220,100%,8,0.1872029616850694,0.0001583623070717,0.8831520676612854
97
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1477,100%,8,0.1872029616850694,0.0001583623070717,0.7554706335067749
98
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,27,100%,8,0.1872029616850694,0.0001583623070717,0.8891997337341309
99
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3893,100%,8,0.1872029616850694,0.0001583623070717,0.7583714723587036
100
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3109,100%,8,0.1872029616850694,0.0001583623070717,0.74748694896698
101
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1561,100%,8,0.1872029616850694,0.0001583623070717,0.7510426640510559
102
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,339,100%,8,0.0958805157666471,0.0006669639988907,0.567497730255127
103
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1119,100%,8,0.0958805157666471,0.0006669639988907,0.5694387555122375
104
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1598,100%,8,0.0958805157666471,0.0006669639988907,0.5681214928627014
105
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,59,100%,8,0.0958805157666471,0.0006669639988907,0.5635424852371216
106
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,299,100%,8,0.0958805157666471,0.0006669639988907,0.5690293312072754
107
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3969,100%,8,0.0958805157666471,0.0006669639988907,0.5734402537345886
108
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1335,100%,8,0.0958805157666471,0.0006669639988907,0.5750075578689575
109
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1205,100%,8,0.0958805157666471,0.0006669639988907,0.5757657289505005
110
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1984,100%,8,0.0958805157666471,0.0006669639988907,0.5712120532989502
111
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1387,100%,8,0.0958805157666471,0.0006669639988907,0.5796757936477661
112
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2986,100%,32,0.2406274751665054,0.0007374796618441,0.8232717514038086
113
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3692,100%,32,0.2406274751665054,0.0007374796618441,0.8008925914764404
114
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2829,100%,32,0.2406274751665054,0.0007374796618441,0.8172112107276917
115
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3583,100%,32,0.2406274751665054,0.0007374796618441,0.8212674856185913
116
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4245,100%,32,0.2406274751665054,0.0007374796618441,0.8171231746673584
117
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4544,100%,32,0.2406274751665054,0.0007374796618441,0.8219597339630127
118
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1204,100%,32,0.2406274751665054,0.0007374796618441,0.8255108594894409
119
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,15,100%,32,0.2406274751665054,0.0007374796618441,0.8165488243103027
120
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4111,100%,32,0.2406274751665054,0.0007374796618441,0.8116637468338013
121
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2099,100%,32,0.2406274751665054,0.0007374796618441,0.7985596060752869
122
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4565,100%,32,0.0483818466583478,0.0009007718997571,0.9809809923171996
123
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4322,100%,32,0.0483818466583478,0.0009007718997571,0.9739739894866944
124
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4148,100%,32,0.0483818466583478,0.0009007718997571,0.9819819927215576
125
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,16,100%,32,0.0483818466583478,0.0009007718997571,0.977977991104126
126
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3799,100%,32,0.0483818466583478,0.0009007718997571,0.9679679870605468
127
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4370,100%,32,0.0483818466583478,0.0009007718997571,0.9719719886779784
128
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4217,100%,32,0.0483818466583478,0.0009007718997571,0.9739739894866944
129
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2748,100%,32,0.0483818466583478,0.0009007718997571,0.978978991508484
130
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4964,100%,32,0.0483818466583478,0.0009007718997571,0.9729729890823364
131
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,145,100%,32,0.0483818466583478,0.0009007718997571,0.9589589834213256
132
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1582,100%,16,0.1420142212351907,6.484318042499172e-05,0.517241358757019
133
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3140,100%,16,0.1420142212351907,6.484318042499172e-05,0.568965494632721
134
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1849,100%,16,0.1420142212351907,6.484318042499172e-05,0.5557809472084045
135
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1966,100%,16,0.1420142212351907,6.484318042499172e-05,0.5030425786972046
136
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3231,100%,16,0.1420142212351907,6.484318042499172e-05,0.5425963401794434
137
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2190,100%,16,0.1420142212351907,6.484318042499172e-05,0.5486815571784973
138
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4762,100%,16,0.1420142212351907,6.484318042499172e-05,0.5679513216018677
139
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3672,100%,16,0.1420142212351907,6.484318042499172e-05,0.5415821671485901
140
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1329,100%,16,0.1420142212351907,6.484318042499172e-05,0.5446247458457947
141
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1399,100%,16,0.1420142212351907,6.484318042499172e-05,0.5334685444831848
142
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3310,100%,32,0.0016925260317968,6.455143990010064e-05,0.9869869947433472
143
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,535,100%,32,0.0016925260317968,6.455143990010064e-05,0.9819819927215576
144
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,562,100%,32,0.0016925260317968,6.455143990010064e-05,0.9859859943389891
145
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1753,100%,32,0.0016925260317968,6.455143990010064e-05,0.9849849939346312
146
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2622,100%,32,0.0016925260317968,6.455143990010064e-05,0.9649649858474731
147
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,814,100%,32,0.0016925260317968,6.455143990010064e-05,0.9859859943389891
148
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,237,100%,32,0.0016925260317968,6.455143990010064e-05,0.9839839935302734
149
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1307,100%,32,0.0016925260317968,6.455143990010064e-05,0.9859859943389891
150
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4435,100%,32,0.0016925260317968,6.455143990010064e-05,0.9809809923171996
151
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4089,100%,32,0.0016925260317968,6.455143990010064e-05,0.9839839935302734
152
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4838,100%,32,0.2103480107442391,6.471079283583433e-05,0.6599027514457703
153
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,713,100%,32,0.2103480107442391,6.471079283583433e-05,0.6716534495353699
154
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4468,100%,32,0.2103480107442391,6.471079283583433e-05,0.6648851037025452
155
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,840,100%,32,0.2103480107442391,6.471079283583433e-05,0.6675868034362793
156
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1144,100%,32,0.2103480107442391,6.471079283583433e-05,0.6821687817573547
157
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1829,100%,32,0.2103480107442391,6.471079283583433e-05,0.6789093017578125
158
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2007,100%,32,0.2103480107442391,6.471079283583433e-05,0.6702918410301208
159
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2254,100%,32,0.2103480107442391,6.471079283583433e-05,0.6647154688835144
160
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,205,100%,32,0.2103480107442391,6.471079283583433e-05,0.6651250123977661
161
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,913,100%,32,0.2103480107442391,6.471079283583433e-05,0.6596580743789673
162
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3130,100%,32,0.290578170946364,8.388751435377213e-05,0.9739999771118164
163
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1220,100%,32,0.290578170946364,8.388751435377213e-05,0.9629999995231628
164
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1188,100%,32,0.290578170946364,8.388751435377213e-05,0.962000012397766
165
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2923,100%,32,0.290578170946364,8.388751435377213e-05,0.9700000286102296
166
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2033,100%,32,0.290578170946364,8.388751435377213e-05,0.968999981880188
167
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,445,100%,32,0.290578170946364,8.388751435377213e-05,0.972000002861023
168
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2729,100%,32,0.290578170946364,8.388751435377213e-05,0.9679999947547911
169
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3499,100%,32,0.290578170946364,8.388751435377213e-05,0.962000012397766
170
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1144,100%,32,0.290578170946364,8.388751435377213e-05,0.9679999947547911
171
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2902,100%,32,0.290578170946364,8.388751435377213e-05,0.9739999771118164
172
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,707,100%,16,0.3941167807260976,0.0002822095144255,0.4521651566028595
173
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3382,100%,16,0.3941167807260976,0.0002822095144255,0.4692849814891815
174
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4829,100%,16,0.3941167807260976,0.0002822095144255,0.448136955499649
175
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4496,100%,16,0.3941167807260976,0.0002822095144255,0.4360523521900177
176
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4976,100%,16,0.3941167807260976,0.0002822095144255,0.4189325273036957
177
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1421,100%,16,0.3941167807260976,0.0002822095144255,0.4269889295101166
178
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3807,100%,16,0.3941167807260976,0.0002822095144255,0.4390735030174255
179
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3103,100%,16,0.3941167807260976,0.0002822095144255,0.4491440057754516
180
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1716,100%,16,0.3941167807260976,0.0002822095144255,0.4471299052238464
181
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3421,100%,16,0.3941167807260976,0.0002822095144255,0.4290030300617218
182
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1006,100%,16,0.0233859235441379,0.0008743862145496,0.9689689874649048
183
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,855,100%,16,0.0233859235441379,0.0008743862145496,0.9759759902954102
184
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,274,100%,16,0.0233859235441379,0.0008743862145496,0.9729729890823364
185
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3967,100%,16,0.0233859235441379,0.0008743862145496,0.966966986656189
186
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1261,100%,16,0.0233859235441379,0.0008743862145496,0.9729729890823364
187
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3907,100%,16,0.0233859235441379,0.0008743862145496,0.977977991104126
188
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,507,100%,16,0.0233859235441379,0.0008743862145496,0.9699699878692628
189
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4890,100%,16,0.0233859235441379,0.0008743862145496,0.9739739894866944
190
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,821,100%,16,0.0233859235441379,0.0008743862145496,0.9729729890823364
191
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,897,100%,16,0.0233859235441379,0.0008743862145496,0.9759759902954102
192
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2709,100%,8,0.2143980952203471,7.678537962381587e-05,0.546653151512146
193
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4385,100%,8,0.2143980952203471,7.678537962381587e-05,0.523326575756073
194
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2334,100%,8,0.2143980952203471,7.678537962381587e-05,0.5537525415420532
195
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2296,100%,8,0.2143980952203471,7.678537962381587e-05,0.563894510269165
196
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2335,100%,8,0.2143980952203471,7.678537962381587e-05,0.540567934513092
197
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4220,100%,8,0.2143980952203471,7.678537962381587e-05,0.5567951202392578
198
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,600,100%,8,0.2143980952203471,7.678537962381587e-05,0.5415821671485901
199
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4085,100%,8,0.2143980952203471,7.678537962381587e-05,0.5081135630607605
200
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3605,100%,8,0.2143980952203471,7.678537962381587e-05,0.4898580014705658
201
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4851,100%,8,0.2143980952203471,7.678537962381587e-05,0.5578093528747559
202
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2466,100%,32,0.0241049339778712,0.0006317522129654,0.9809809923171996
203
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2541,100%,32,0.0241049339778712,0.0006317522129654,0.9829829931259156
204
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2246,100%,32,0.0241049339778712,0.0006317522129654,0.978978991508484
205
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,132,100%,32,0.0241049339778712,0.0006317522129654,0.9689689874649048
206
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1691,100%,32,0.0241049339778712,0.0006317522129654,0.9729729890823364
207
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1696,100%,32,0.0241049339778712,0.0006317522129654,0.9799799919128418
208
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2224,100%,32,0.0241049339778712,0.0006317522129654,0.9799799919128418
209
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4222,100%,32,0.0241049339778712,0.0006317522129654,0.9809809923171996
210
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1077,100%,32,0.0241049339778712,0.0006317522129654,0.9739739894866944
211
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3614,100%,32,0.0241049339778712,0.0006317522129654,0.95695698261261
212
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4838,100%,32,0.0006609967274643,0.0001244735178777,0.6715825200080872
213
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,713,100%,32,0.0006609967274643,0.0001244735178777,0.6624463200569153
214
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4468,100%,32,0.0006609967274643,0.0001244735178777,0.6741133332252502
215
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,840,100%,32,0.0006609967274643,0.0001244735178777,0.6756007671356201
216
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1144,100%,32,0.0006609967274643,0.0001244735178777,0.6727983355522156
217
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1829,100%,32,0.0006609967274643,0.0001244735178777,0.6618573069572449
218
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2007,100%,32,0.0006609967274643,0.0001244735178777,0.6743751168251038
219
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2254,100%,32,0.0006609967274643,0.0001244735178777,0.6706086993217468
220
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,205,100%,32,0.0006609967274643,0.0001244735178777,0.6765933632850647
221
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,913,100%,32,0.0006609967274643,0.0001244735178777,0.6776209473609924
222
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1698,100%,16,0.1849003044425631,0.0001063634870237,0.9539999961853028
223
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3146,100%,16,0.1849003044425631,0.0001063634870237,0.9539999961853028
224
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4144,100%,16,0.1849003044425631,0.0001063634870237,0.9639999866485596
225
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3064,100%,16,0.1849003044425631,0.0001063634870237,0.9660000205039978
226
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2803,100%,16,0.1849003044425631,0.0001063634870237,0.9430000185966492
227
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1624,100%,16,0.1849003044425631,0.0001063634870237,0.9760000109672546
228
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,614,100%,16,0.1849003044425631,0.0001063634870237,0.9559999704360962
229
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2735,100%,16,0.1849003044425631,0.0001063634870237,0.9580000042915344
230
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2931,100%,16,0.1849003044425631,0.0001063634870237,0.9639999866485596
231
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2808,100%,16,0.1849003044425631,0.0001063634870237,0.9480000138282776
232
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,272,100%,32,0.0028788214595454,6.027942222485105e-05,0.4803625345230102
233
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,719,100%,32,0.0028788214595454,6.027942222485105e-05,0.5075528621673584
234
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2115,100%,32,0.0028788214595454,6.027942222485105e-05,0.5629405975341797
235
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4503,100%,32,0.0028788214595454,6.027942222485105e-05,0.5156092643737793
236
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,940,100%,32,0.0028788214595454,6.027942222485105e-05,0.5276938676834106
237
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3361,100%,32,0.0028788214595454,6.027942222485105e-05,0.5236656665802002
238
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,543,100%,32,0.0028788214595454,6.027942222485105e-05,0.5085599422454834
239
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1667,100%,32,0.0028788214595454,6.027942222485105e-05,0.5357502698898315
240
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1312,100%,32,0.0028788214595454,6.027942222485105e-05,0.52064448595047
241
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3415,100%,32,0.0028788214595454,6.027942222485105e-05,0.5287008881568909
tests/.DS_Store ADDED
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tests/__init__.py ADDED
File without changes
tests/resources/.DS_Store ADDED
Binary file (6.15 kB). View file
 
tests/resources/inputs/.DS_Store ADDED
Binary file (6.15 kB). View file
 
tests/resources/inputs/test_submission_1/results_and_parameters.csv ADDED
@@ -0,0 +1,241 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,Metric,experiment_name,partition name,backbone,decoder,batch_size_selection,early_stop_patience,n_trials,Seed,data_percentages,batch_size,weight_decay,lr,test metric
2
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4074,100%,8,0.376311714631646,8.49502710213644e-05,0.6672176122665405
3
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1897,100%,8,0.376311714631646,8.49502710213644e-05,0.6660189628601074
4
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1270,100%,8,0.376311714631646,8.49502710213644e-05,0.6640214920043945
5
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3768,100%,8,0.376311714631646,8.49502710213644e-05,0.6960753202438354
6
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3401,100%,8,0.376311714631646,8.49502710213644e-05,0.6873977184295654
7
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3224,100%,8,0.376311714631646,8.49502710213644e-05,0.6798655986785889
8
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2874,100%,8,0.376311714631646,8.49502710213644e-05,0.651594340801239
9
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3985,100%,8,0.376311714631646,8.49502710213644e-05,0.6867294311523438
10
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4143,100%,8,0.376311714631646,8.49502710213644e-05,0.665279746055603
11
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,52,100%,8,0.376311714631646,8.49502710213644e-05,0.6851502656936646
12
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1448,100%,32,0.0028238171171985,0.0009324538851647,0.3234341442584991
13
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,584,100%,32,0.0028238171171985,0.0009324538851647,0.3291504979133606
14
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1031,100%,32,0.0028238171171985,0.0009324538851647,0.3228558301925659
15
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2751,100%,32,0.0028238171171985,0.0009324538851647,0.3260976672172546
16
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3898,100%,32,0.0028238171171985,0.0009324538851647,0.3153356313705444
17
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1970,100%,32,0.0028238171171985,0.0009324538851647,0.3248571753501892
18
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,96,100%,32,0.0028238171171985,0.0009324538851647,0.3324618935585022
19
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2531,100%,32,0.0028238171171985,0.0009324538851647,0.3320326507091522
20
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2268,100%,32,0.0028238171171985,0.0009324538851647,0.315716028213501
21
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3222,100%,32,0.0028238171171985,0.0009324538851647,0.3328837752342224
22
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,199,100%,8,0.0635019082538137,0.0001077432627767,0.933402419090271
23
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4121,100%,8,0.0635019082538137,0.0001077432627767,0.9397921562194824
24
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2249,100%,8,0.0635019082538137,0.0001077432627767,0.9408209323883056
25
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3809,100%,8,0.0635019082538137,0.0001077432627767,0.938472330570221
26
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,85,100%,8,0.0635019082538137,0.0001077432627767,0.939550518989563
27
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,780,100%,8,0.0635019082538137,0.0001077432627767,0.939792811870575
28
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1094,100%,8,0.0635019082538137,0.0001077432627767,0.9387277364730836
29
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2316,100%,8,0.0635019082538137,0.0001077432627767,0.938027560710907
30
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2244,100%,8,0.0635019082538137,0.0001077432627767,0.935537576675415
31
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1350,100%,8,0.0635019082538137,0.0001077432627767,0.9421088695526124
32
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1511,100%,8,0.1162518746995334,0.0009977774835077,0.9161623120307922
33
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2020,100%,8,0.1162518746995334,0.0009977774835077,0.7651582956314087
34
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2860,100%,8,0.1162518746995334,0.0009977774835077,0.7665423154830933
35
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3835,100%,8,0.1162518746995334,0.0009977774835077,0.9021945595741272
36
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1192,100%,8,0.1162518746995334,0.0009977774835077,0.9094558954238892
37
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2281,100%,8,0.1162518746995334,0.0009977774835077,0.890521228313446
38
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1968,100%,8,0.1162518746995334,0.0009977774835077,0.7655184268951416
39
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,218,100%,8,0.1162518746995334,0.0009977774835077,0.7658498883247375
40
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2115,100%,8,0.1162518746995334,0.0009977774835077,0.8599324226379395
41
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3423,100%,8,0.1162518746995334,0.0009977774835077,0.9091439843177797
42
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2509,100%,8,0.0983399202983907,0.0009153563094797,0.5734111666679382
43
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3987,100%,8,0.0983399202983907,0.0009153563094797,0.559952974319458
44
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3921,100%,8,0.0983399202983907,0.0009153563094797,0.5713885426521301
45
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,47,100%,8,0.0983399202983907,0.0009153563094797,0.5674113631248474
46
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,585,100%,8,0.0983399202983907,0.0009153563094797,0.5748375654220581
47
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2217,100%,8,0.0983399202983907,0.0009153563094797,0.570099949836731
48
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,288,100%,8,0.0983399202983907,0.0009153563094797,0.5726335048675537
49
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4135,100%,8,0.0983399202983907,0.0009153563094797,0.5661790370941162
50
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3220,100%,8,0.0983399202983907,0.0009153563094797,0.5695707201957703
51
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1504,100%,8,0.0983399202983907,0.0009153563094797,0.5611818432807922
52
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,515,100%,16,0.2992355570741097,0.0005669541997516,0.8232710361480713
53
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1577,100%,16,0.2992355570741097,0.0005669541997516,0.8244178295135498
54
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2509,100%,16,0.2992355570741097,0.0005669541997516,0.8250547647476196
55
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1281,100%,16,0.2992355570741097,0.0005669541997516,0.8269679546356201
56
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2456,100%,16,0.2992355570741097,0.0005669541997516,0.8278542160987854
57
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,2575,100%,16,0.2992355570741097,0.0005669541997516,0.8266293406486511
58
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4495,100%,16,0.2992355570741097,0.0005669541997516,0.8163466453552246
59
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,3347,100%,16,0.2992355570741097,0.0005669541997516,0.8090845346450806
60
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,1611,100%,16,0.2992355570741097,0.0005669541997516,0.8216108083724976
61
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,smp_Unet,optimized,50,16,4208,100%,16,0.2992355570741097,0.0005669541997516,0.8205042481422424
62
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,799,100%,32,0.0845698013691995,7.095358602186485e-05,0.7135563492774963
63
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,339,100%,32,0.0845698013691995,7.095358602186485e-05,0.7104905843734741
64
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4739,100%,32,0.0845698013691995,7.095358602186485e-05,0.688521146774292
65
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4036,100%,32,0.0845698013691995,7.095358602186485e-05,0.7167086601257324
66
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3312,100%,32,0.0845698013691995,7.095358602186485e-05,0.715383768081665
67
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2740,100%,32,0.0845698013691995,7.095358602186485e-05,0.7025712728500366
68
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3843,100%,32,0.0845698013691995,7.095358602186485e-05,0.6929353475570679
69
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4613,100%,32,0.0845698013691995,7.095358602186485e-05,0.7135555744171143
70
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2118,100%,32,0.0845698013691995,7.095358602186485e-05,0.7066311836242676
71
+ chesapeake,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1998,100%,32,0.0845698013691995,7.095358602186485e-05,0.7069718241691589
72
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1273,100%,32,0.3169093481136426,0.0002803700277342,0.331969290971756
73
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4369,100%,32,0.3169093481136426,0.0002803700277342,0.3571399450302124
74
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4295,100%,32,0.3169093481136426,0.0002803700277342,0.3499228954315185
75
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3719,100%,32,0.3169093481136426,0.0002803700277342,0.3375613093376159
76
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4980,100%,32,0.3169093481136426,0.0002803700277342,0.3444221615791321
77
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3926,100%,32,0.3169093481136426,0.0002803700277342,0.3480183482170105
78
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,523,100%,32,0.3169093481136426,0.0002803700277342,0.3338068127632141
79
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3132,100%,32,0.3169093481136426,0.0002803700277342,0.3421605825424194
80
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,268,100%,32,0.3169093481136426,0.0002803700277342,0.3521450757980346
81
+ sa_crop_type,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1294,100%,32,0.3169093481136426,0.0002803700277342,0.3380949795246124
82
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2853,100%,32,0.2806807709516379,0.0001561962879473,0.9402685165405272
83
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,921,100%,32,0.2806807709516379,0.0001561962879473,0.935638189315796
84
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2885,100%,32,0.2806807709516379,0.0001561962879473,0.9274752140045166
85
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1833,100%,32,0.2806807709516379,0.0001561962879473,0.9409592151641846
86
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2434,100%,32,0.2806807709516379,0.0001561962879473,0.942594826221466
87
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4523,100%,32,0.2806807709516379,0.0001561962879473,0.9272408485412598
88
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1074,100%,32,0.2806807709516379,0.0001561962879473,0.9365390539169312
89
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2695,100%,32,0.2806807709516379,0.0001561962879473,0.9388547539711
90
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3339,100%,32,0.2806807709516379,0.0001561962879473,0.9340709447860718
91
+ pv4ger_seg,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,778,100%,32,0.2806807709516379,0.0001561962879473,0.9414107799530028
92
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,391,100%,8,0.1872029616850694,0.0001583623070717,0.8811582922935486
93
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,125,100%,8,0.1872029616850694,0.0001583623070717,0.7500208616256714
94
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1471,100%,8,0.1872029616850694,0.0001583623070717,0.7552796006202698
95
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,185,100%,8,0.1872029616850694,0.0001583623070717,0.7548510432243347
96
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3220,100%,8,0.1872029616850694,0.0001583623070717,0.8831520676612854
97
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1477,100%,8,0.1872029616850694,0.0001583623070717,0.7554706335067749
98
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,27,100%,8,0.1872029616850694,0.0001583623070717,0.8891997337341309
99
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3893,100%,8,0.1872029616850694,0.0001583623070717,0.7583714723587036
100
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3109,100%,8,0.1872029616850694,0.0001583623070717,0.74748694896698
101
+ cashew,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1561,100%,8,0.1872029616850694,0.0001583623070717,0.7510426640510559
102
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,339,100%,8,0.0958805157666471,0.0006669639988907,0.567497730255127
103
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1119,100%,8,0.0958805157666471,0.0006669639988907,0.5694387555122375
104
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1598,100%,8,0.0958805157666471,0.0006669639988907,0.5681214928627014
105
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,59,100%,8,0.0958805157666471,0.0006669639988907,0.5635424852371216
106
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,299,100%,8,0.0958805157666471,0.0006669639988907,0.5690293312072754
107
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3969,100%,8,0.0958805157666471,0.0006669639988907,0.5734402537345886
108
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1335,100%,8,0.0958805157666471,0.0006669639988907,0.5750075578689575
109
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1205,100%,8,0.0958805157666471,0.0006669639988907,0.5757657289505005
110
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1984,100%,8,0.0958805157666471,0.0006669639988907,0.5712120532989502
111
+ neontree,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1387,100%,8,0.0958805157666471,0.0006669639988907,0.5796757936477661
112
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2986,100%,32,0.2406274751665054,0.0007374796618441,0.8232717514038086
113
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3692,100%,32,0.2406274751665054,0.0007374796618441,0.8008925914764404
114
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2829,100%,32,0.2406274751665054,0.0007374796618441,0.8172112107276917
115
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,3583,100%,32,0.2406274751665054,0.0007374796618441,0.8212674856185913
116
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4245,100%,32,0.2406274751665054,0.0007374796618441,0.8171231746673584
117
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4544,100%,32,0.2406274751665054,0.0007374796618441,0.8219597339630127
118
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,1204,100%,32,0.2406274751665054,0.0007374796618441,0.8255108594894409
119
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,15,100%,32,0.2406274751665054,0.0007374796618441,0.8165488243103027
120
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,4111,100%,32,0.2406274751665054,0.0007374796618441,0.8116637468338013
121
+ nz_cattle,Multiclass_Jaccard_Index,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_smp_unet,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,smp_Unet,optimized,50,16,2099,100%,32,0.2406274751665054,0.0007374796618441,0.7985596060752869
122
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4565,100%,32,0.0483818466583478,0.0009007718997571,0.9809809923171996
123
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4322,100%,32,0.0483818466583478,0.0009007718997571,0.9739739894866944
124
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4148,100%,32,0.0483818466583478,0.0009007718997571,0.9819819927215576
125
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,16,100%,32,0.0483818466583478,0.0009007718997571,0.977977991104126
126
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3799,100%,32,0.0483818466583478,0.0009007718997571,0.9679679870605468
127
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4370,100%,32,0.0483818466583478,0.0009007718997571,0.9719719886779784
128
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4217,100%,32,0.0483818466583478,0.0009007718997571,0.9739739894866944
129
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2748,100%,32,0.0483818466583478,0.0009007718997571,0.978978991508484
130
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4964,100%,32,0.0483818466583478,0.0009007718997571,0.9729729890823364
131
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,145,100%,32,0.0483818466583478,0.0009007718997571,0.9589589834213256
132
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1582,100%,16,0.1420142212351907,6.484318042499172e-05,0.517241358757019
133
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3140,100%,16,0.1420142212351907,6.484318042499172e-05,0.568965494632721
134
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1849,100%,16,0.1420142212351907,6.484318042499172e-05,0.5557809472084045
135
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1966,100%,16,0.1420142212351907,6.484318042499172e-05,0.5030425786972046
136
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3231,100%,16,0.1420142212351907,6.484318042499172e-05,0.5425963401794434
137
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2190,100%,16,0.1420142212351907,6.484318042499172e-05,0.5486815571784973
138
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4762,100%,16,0.1420142212351907,6.484318042499172e-05,0.5679513216018677
139
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3672,100%,16,0.1420142212351907,6.484318042499172e-05,0.5415821671485901
140
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1329,100%,16,0.1420142212351907,6.484318042499172e-05,0.5446247458457947
141
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1399,100%,16,0.1420142212351907,6.484318042499172e-05,0.5334685444831848
142
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3310,100%,32,0.0016925260317968,6.455143990010064e-05,0.9869869947433472
143
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,535,100%,32,0.0016925260317968,6.455143990010064e-05,0.9819819927215576
144
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,562,100%,32,0.0016925260317968,6.455143990010064e-05,0.9859859943389891
145
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1753,100%,32,0.0016925260317968,6.455143990010064e-05,0.9849849939346312
146
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2622,100%,32,0.0016925260317968,6.455143990010064e-05,0.9649649858474731
147
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,814,100%,32,0.0016925260317968,6.455143990010064e-05,0.9859859943389891
148
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,237,100%,32,0.0016925260317968,6.455143990010064e-05,0.9839839935302734
149
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1307,100%,32,0.0016925260317968,6.455143990010064e-05,0.9859859943389891
150
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4435,100%,32,0.0016925260317968,6.455143990010064e-05,0.9809809923171996
151
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4089,100%,32,0.0016925260317968,6.455143990010064e-05,0.9839839935302734
152
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4838,100%,32,0.2103480107442391,6.471079283583433e-05,0.6599027514457703
153
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,713,100%,32,0.2103480107442391,6.471079283583433e-05,0.6716534495353699
154
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4468,100%,32,0.2103480107442391,6.471079283583433e-05,0.6648851037025452
155
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,840,100%,32,0.2103480107442391,6.471079283583433e-05,0.6675868034362793
156
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1144,100%,32,0.2103480107442391,6.471079283583433e-05,0.6821687817573547
157
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1829,100%,32,0.2103480107442391,6.471079283583433e-05,0.6789093017578125
158
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2007,100%,32,0.2103480107442391,6.471079283583433e-05,0.6702918410301208
159
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2254,100%,32,0.2103480107442391,6.471079283583433e-05,0.6647154688835144
160
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,205,100%,32,0.2103480107442391,6.471079283583433e-05,0.6651250123977661
161
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,913,100%,32,0.2103480107442391,6.471079283583433e-05,0.6596580743789673
162
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3130,100%,32,0.290578170946364,8.388751435377213e-05,0.9739999771118164
163
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1220,100%,32,0.290578170946364,8.388751435377213e-05,0.9629999995231628
164
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1188,100%,32,0.290578170946364,8.388751435377213e-05,0.962000012397766
165
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2923,100%,32,0.290578170946364,8.388751435377213e-05,0.9700000286102296
166
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2033,100%,32,0.290578170946364,8.388751435377213e-05,0.968999981880188
167
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,445,100%,32,0.290578170946364,8.388751435377213e-05,0.972000002861023
168
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2729,100%,32,0.290578170946364,8.388751435377213e-05,0.9679999947547911
169
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3499,100%,32,0.290578170946364,8.388751435377213e-05,0.962000012397766
170
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1144,100%,32,0.290578170946364,8.388751435377213e-05,0.9679999947547911
171
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,2902,100%,32,0.290578170946364,8.388751435377213e-05,0.9739999771118164
172
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,707,100%,16,0.3941167807260976,0.0002822095144255,0.4521651566028595
173
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3382,100%,16,0.3941167807260976,0.0002822095144255,0.4692849814891815
174
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4829,100%,16,0.3941167807260976,0.0002822095144255,0.448136955499649
175
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4496,100%,16,0.3941167807260976,0.0002822095144255,0.4360523521900177
176
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,4976,100%,16,0.3941167807260976,0.0002822095144255,0.4189325273036957
177
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1421,100%,16,0.3941167807260976,0.0002822095144255,0.4269889295101166
178
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3807,100%,16,0.3941167807260976,0.0002822095144255,0.4390735030174255
179
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3103,100%,16,0.3941167807260976,0.0002822095144255,0.4491440057754516
180
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,1716,100%,16,0.3941167807260976,0.0002822095144255,0.4471299052238464
181
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_dino_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_dino,IdentityDecoder,optimized,50,16,3421,100%,16,0.3941167807260976,0.0002822095144255,0.4290030300617218
182
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1006,100%,16,0.0233859235441379,0.0008743862145496,0.9689689874649048
183
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,855,100%,16,0.0233859235441379,0.0008743862145496,0.9759759902954102
184
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,274,100%,16,0.0233859235441379,0.0008743862145496,0.9729729890823364
185
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3967,100%,16,0.0233859235441379,0.0008743862145496,0.966966986656189
186
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1261,100%,16,0.0233859235441379,0.0008743862145496,0.9729729890823364
187
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3907,100%,16,0.0233859235441379,0.0008743862145496,0.977977991104126
188
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,507,100%,16,0.0233859235441379,0.0008743862145496,0.9699699878692628
189
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4890,100%,16,0.0233859235441379,0.0008743862145496,0.9739739894866944
190
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,821,100%,16,0.0233859235441379,0.0008743862145496,0.9729729890823364
191
+ pv4ger,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,897,100%,16,0.0233859235441379,0.0008743862145496,0.9759759902954102
192
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2709,100%,8,0.2143980952203471,7.678537962381587e-05,0.546653151512146
193
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4385,100%,8,0.2143980952203471,7.678537962381587e-05,0.523326575756073
194
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2334,100%,8,0.2143980952203471,7.678537962381587e-05,0.5537525415420532
195
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2296,100%,8,0.2143980952203471,7.678537962381587e-05,0.563894510269165
196
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2335,100%,8,0.2143980952203471,7.678537962381587e-05,0.540567934513092
197
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4220,100%,8,0.2143980952203471,7.678537962381587e-05,0.5567951202392578
198
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,600,100%,8,0.2143980952203471,7.678537962381587e-05,0.5415821671485901
199
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4085,100%,8,0.2143980952203471,7.678537962381587e-05,0.5081135630607605
200
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3605,100%,8,0.2143980952203471,7.678537962381587e-05,0.4898580014705658
201
+ so2sat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4851,100%,8,0.2143980952203471,7.678537962381587e-05,0.5578093528747559
202
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2466,100%,32,0.0241049339778712,0.0006317522129654,0.9809809923171996
203
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2541,100%,32,0.0241049339778712,0.0006317522129654,0.9829829931259156
204
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2246,100%,32,0.0241049339778712,0.0006317522129654,0.978978991508484
205
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,132,100%,32,0.0241049339778712,0.0006317522129654,0.9689689874649048
206
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1691,100%,32,0.0241049339778712,0.0006317522129654,0.9729729890823364
207
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1696,100%,32,0.0241049339778712,0.0006317522129654,0.9799799919128418
208
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2224,100%,32,0.0241049339778712,0.0006317522129654,0.9799799919128418
209
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4222,100%,32,0.0241049339778712,0.0006317522129654,0.9809809923171996
210
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1077,100%,32,0.0241049339778712,0.0006317522129654,0.9739739894866944
211
+ brick_kiln,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3614,100%,32,0.0241049339778712,0.0006317522129654,0.95695698261261
212
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4838,100%,32,0.0006609967274643,0.0001244735178777,0.6715825200080872
213
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,713,100%,32,0.0006609967274643,0.0001244735178777,0.6624463200569153
214
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4468,100%,32,0.0006609967274643,0.0001244735178777,0.6741133332252502
215
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,840,100%,32,0.0006609967274643,0.0001244735178777,0.6756007671356201
216
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1144,100%,32,0.0006609967274643,0.0001244735178777,0.6727983355522156
217
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1829,100%,32,0.0006609967274643,0.0001244735178777,0.6618573069572449
218
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2007,100%,32,0.0006609967274643,0.0001244735178777,0.6743751168251038
219
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2254,100%,32,0.0006609967274643,0.0001244735178777,0.6706086993217468
220
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,205,100%,32,0.0006609967274643,0.0001244735178777,0.6765933632850647
221
+ big_earth_net,Multilabel_F1_Score,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,913,100%,32,0.0006609967274643,0.0001244735178777,0.6776209473609924
222
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1698,100%,16,0.1849003044425631,0.0001063634870237,0.9539999961853028
223
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3146,100%,16,0.1849003044425631,0.0001063634870237,0.9539999961853028
224
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4144,100%,16,0.1849003044425631,0.0001063634870237,0.9639999866485596
225
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3064,100%,16,0.1849003044425631,0.0001063634870237,0.9660000205039978
226
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2803,100%,16,0.1849003044425631,0.0001063634870237,0.9430000185966492
227
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1624,100%,16,0.1849003044425631,0.0001063634870237,0.9760000109672546
228
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,614,100%,16,0.1849003044425631,0.0001063634870237,0.9559999704360962
229
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2735,100%,16,0.1849003044425631,0.0001063634870237,0.9580000042915344
230
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2931,100%,16,0.1849003044425631,0.0001063634870237,0.9639999866485596
231
+ eurosat,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2808,100%,16,0.1849003044425631,0.0001063634870237,0.9480000138282776
232
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,272,100%,32,0.0028788214595454,6.027942222485105e-05,0.4803625345230102
233
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,719,100%,32,0.0028788214595454,6.027942222485105e-05,0.5075528621673584
234
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,2115,100%,32,0.0028788214595454,6.027942222485105e-05,0.5629405975341797
235
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,4503,100%,32,0.0028788214595454,6.027942222485105e-05,0.5156092643737793
236
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,940,100%,32,0.0028788214595454,6.027942222485105e-05,0.5276938676834106
237
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3361,100%,32,0.0028788214595454,6.027942222485105e-05,0.5236656665802002
238
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,543,100%,32,0.0028788214595454,6.027942222485105e-05,0.5085599422454834
239
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1667,100%,32,0.0028788214595454,6.027942222485105e-05,0.5357502698898315
240
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,1312,100%,32,0.0028788214595454,6.027942222485105e-05,0.52064448595047
241
+ forestnet,Overall_Accuracy,early_stopping_50_data_100_perc_ssl4eos12_resnet50_sentinel2_all_decur_true,1.00x train,ssl4eos12_resnet50_sentinel2_all_decur,IdentityDecoder,optimized,50,16,3415,100%,32,0.0028788214595454,6.027942222485105e-05,0.5287008881568909
tests/resources/outputs/.DS_Store ADDED
Binary file (6.15 kB). View file
 
tests/resources/outputs/test_output.pkl ADDED
Binary file (26.9 kB). View file
 
tests/test_compile_results.py ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pytest
2
+ from pathlib import Path
3
+ import pandas as pd
4
+ from typing import Dict
5
+ import pickle
6
+ from utils.compile_results import *
7
+ from utils.constants import NORM_BASE_SUBMISSION
8
+
9
+ root = Path(__file__).parent.resolve()
10
+ root = str(root)
11
+
12
+ SUBMISSION_NAMES = ['test_submission_1']
13
+ MODEL_NAMES = ["ssl4eos12_resnet50_sentinel2_all_decur","ssl4eos12_resnet50_sentinel2_all_dino"]
14
+
15
+
16
+ @pytest.fixture
17
+ def expected_output():
18
+ with open(f"{root}/resources/outputs/test_output.pkl", 'rb') as handle:
19
+ expected_results = pickle.load(handle)
20
+ return expected_results
21
+
22
+
23
+ class TestLoading:
24
+ all_submission_results, all_model_names, all_submissions = load_results(folder=f"{root}/resources/inputs")
25
+ def test_submission_results(self):
26
+ for _, value in self.all_submission_results.items():
27
+ assert "results" in value
28
+ assert type(value["results"]) == pd.DataFrame
29
+
30
+ columns_to_be_added = {"# params", "Model", "Config Settings"}
31
+ existing_columns = set(value["results"].columns)
32
+ assert columns_to_be_added.issubset(existing_columns)
33
+
34
+ def test_model_names(self):
35
+ assert sorted(self.all_model_names) == sorted(MODEL_NAMES)
36
+
37
+ def test_submission_names(self):
38
+ assert sorted(self.all_submissions) == SUBMISSION_NAMES
39
+
40
+
41
+
42
+ class TestComputeResults:
43
+ #compute output
44
+ all_submission_results, all_model_names, all_submissions = load_results(folder=f"{root}/resources/inputs")
45
+ benchmark_name = f"leaderboard_{NORM_BASE_SUBMISSION}_main"
46
+ all_iqms = compute_all_iqms(all_submission_results = all_submission_results,
47
+ benchmark_name = benchmark_name
48
+ )
49
+ overall_performance_tables = get_overall_performance_table(all_submission_results=all_submission_results,
50
+ all_iqms=all_iqms)
51
+ performance_by_dimension_tables = get_performance_by_dimension_table(all_submission_results=all_submission_results,
52
+ all_iqms=all_iqms)
53
+ datasets_tables = get_datasets_tables(all_submission_results=all_submission_results,
54
+ all_iqms=all_iqms)
55
+
56
+ def test_compute_all_iqms(self, expected_output):
57
+ assert sorted(self.all_iqms.keys()) == sorted(self.all_submission_results.keys())
58
+ assert "overall_performance_tables" in expected_output
59
+
60
+ for submission, submission_value in self.all_iqms.items():
61
+ assert sorted(submission_value.keys()) == sorted(expected_output["all_iqms"][submission].keys())#sorted(ALL_TABLES)
62
+
63
+ for table_name, table in submission_value.items():
64
+ #print(f"{table_name}: {type(table) == pd.DataFrame}")
65
+ #print(f"table.columns: {table.columns}")
66
+ #print(f"expected_output['all_iqms'][submission][table_name]{expected_output['all_iqms'][submission][table_name].columns}")
67
+ assert type(table) == pd.DataFrame
68
+ #assert table.equals(expected_output["all_iqms"][submission][table_name])
69
+
70
+
71
+
72
+ def test_raw_values(self):
73
+ assert "raw" in self.overall_performance_tables
74
+ #dataset values
75
+ #overall values
76
+ #dimension values
77
+
78
+ def test_normalized_values(self):
79
+ assert "normalized" in self.overall_performance_tables
80
+ #dataset values
81
+ #overall values
82
+ #dimension values
83
+ pass
utils/.DS_Store ADDED
Binary file (6.15 kB). View file
 
utils/compile_results.py CHANGED
@@ -231,8 +231,7 @@ def format_values(x):
231
 
232
  def format_errors(x):
233
  x = x*100
234
- x = float(x)
235
- return "{:.2f}".format(x)
236
 
237
 
238
  def get_config_setting_string(row) -> str:
 
231
 
232
  def format_errors(x):
233
  x = x*100
234
+ return "{:.1f}".format(x)
 
235
 
236
 
237
  def get_config_setting_string(row) -> str:
utils/constants.py CHANGED
@@ -2,7 +2,7 @@ from pathlib import Path
2
 
3
  NORM_BASE_SUBMISSION = "114be1f0-5a41-43a5-b4e6-7fb683bc01ec"
4
  DIGITS_FOR_VALUES = 3
5
- DIGITS_FOR_ERRORS= 6
6
 
7
  DIMENSIONS = {
8
  "Segmentation": ['chesapeake', 'sa_crop_type', 'pv4ger_seg', 'cashew', 'neontree', 'nz_cattle'],
 
2
 
3
  NORM_BASE_SUBMISSION = "114be1f0-5a41-43a5-b4e6-7fb683bc01ec"
4
  DIGITS_FOR_VALUES = 3
5
+ DIGITS_FOR_ERRORS = 6
6
 
7
  DIMENSIONS = {
8
  "Segmentation": ['chesapeake', 'sa_crop_type', 'pv4ger_seg', 'cashew', 'neontree', 'nz_cattle'],
utils/normalizer/leaderboard_114be1f0-5a41-43a5-b4e6-7fb683bc01ec_main/normalizer.json DELETED
@@ -1,50 +0,0 @@
1
- {
2
- "chesapeake": [
3
- 0.0010299745481461,
4
- 0.7386316061019897
5
- ],
6
- "sa_crop_type": [
7
- 0.126703679561615,
8
- 0.4215054512023926
9
- ],
10
- "pv4ger_seg": [
11
- 0.4112967550754547,
12
- 0.9544086456298828
13
- ],
14
- "cashew": [
15
- 0.0442460253834724,
16
- 0.91731858253479
17
- ],
18
- "neontree": [
19
- 0.4603510499000549,
20
- 0.6275104284286499
21
- ],
22
- "nz_cattle": [
23
- 0.6846182942390442,
24
- 0.8365825414657593
25
- ],
26
- "pv4ger": [
27
- 0.8838838934898376,
28
- 0.9839839935302734
29
- ],
30
- "so2sat": [
31
- 0.3691683709621429,
32
- 0.5973630547523499
33
- ],
34
- "brick_kiln": [
35
- 0.9519519805908204,
36
- 0.9879879951477052
37
- ],
38
- "big_earth_net": [
39
- 0.5671381950378418,
40
- 0.7053052186965942
41
- ],
42
- "eurosat": [
43
- 0.9100000262260436,
44
- 0.9819999933242798
45
- ],
46
- "forestnet": [
47
- 0.3423967659473419,
48
- 0.5629405975341797
49
- ]
50
- }