giuseppemartino commited on
Commit
6ed6311
1 Parent(s): 227aebb

End of training

Browse files
Files changed (5) hide show
  1. README.md +3 -1
  2. all_results.json +46 -0
  3. eval_results.json +42 -0
  4. train_results.json +7 -0
  5. trainer_state.json +622 -0
README.md CHANGED
@@ -2,6 +2,8 @@
2
  license: other
3
  base_model: nvidia/mit-b2
4
  tags:
 
 
5
  - generated_from_trainer
6
  model-index:
7
  - name: model2
@@ -13,7 +15,7 @@ should probably proofread and complete it, then remove this comment. -->
13
 
14
  # model2
15
 
16
- This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on an unknown dataset.
17
  It achieves the following results on the evaluation set:
18
  - Loss: 0.2318
19
  - Mean Iou: 0.2504
 
2
  license: other
3
  base_model: nvidia/mit-b2
4
  tags:
5
+ - image-segmentation
6
+ - vision
7
  - generated_from_trainer
8
  model-index:
9
  - name: model2
 
15
 
16
  # model2
17
 
18
+ This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on the giuseppemartino/isaid_sam_predicted dataset.
19
  It achieves the following results on the evaluation set:
20
  - Loss: 0.2318
21
  - Mean Iou: 0.2504
all_results.json ADDED
@@ -0,0 +1,46 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 11.9,
3
+ "eval_accuracy_background": NaN,
4
+ "eval_accuracy_baseball-diamond": NaN,
5
+ "eval_accuracy_basketball-court": 0.0,
6
+ "eval_accuracy_bridge": 0.0,
7
+ "eval_accuracy_ground-track-field": 0.6010095281306715,
8
+ "eval_accuracy_harbor": 0.45754816853694685,
9
+ "eval_accuracy_helicopter": NaN,
10
+ "eval_accuracy_large-vehicle": 0.35943262553888516,
11
+ "eval_accuracy_plane": NaN,
12
+ "eval_accuracy_roundabout": 0.0,
13
+ "eval_accuracy_ship": 0.6329862515163769,
14
+ "eval_accuracy_small-vehicle": 0.4643513565412998,
15
+ "eval_accuracy_soccer-ball-field": 0.7776448061273337,
16
+ "eval_accuracy_storage-tank": 0.0,
17
+ "eval_accuracy_swimming-pool": NaN,
18
+ "eval_accuracy_tennis-court": 0.02797752808988764,
19
+ "eval_iou_background": 0.0,
20
+ "eval_iou_baseball-diamond": NaN,
21
+ "eval_iou_basketball-court": 0.0,
22
+ "eval_iou_bridge": 0.0,
23
+ "eval_iou_ground-track-field": 0.5492381051103971,
24
+ "eval_iou_harbor": 0.36109950705990473,
25
+ "eval_iou_helicopter": NaN,
26
+ "eval_iou_large-vehicle": 0.3508165367073709,
27
+ "eval_iou_plane": NaN,
28
+ "eval_iou_roundabout": 0.0,
29
+ "eval_iou_ship": 0.5194110327664869,
30
+ "eval_iou_small-vehicle": 0.436754422933026,
31
+ "eval_iou_soccer-ball-field": 0.7591530815824002,
32
+ "eval_iou_storage-tank": 0.0,
33
+ "eval_iou_swimming-pool": NaN,
34
+ "eval_iou_tennis-court": 0.02797752808988764,
35
+ "eval_loss": 0.23183493316173553,
36
+ "eval_mean_accuracy": 0.30190456949830924,
37
+ "eval_mean_iou": 0.2503708511874561,
38
+ "eval_overall_accuracy": 0.4541896188398832,
39
+ "eval_runtime": 25.0255,
40
+ "eval_samples_per_second": 0.679,
41
+ "eval_steps_per_second": 0.12,
42
+ "train_loss": 0.19855947565411988,
43
+ "train_runtime": 5414.4035,
44
+ "train_samples_per_second": 1.987,
45
+ "train_steps_per_second": 0.248
46
+ }
eval_results.json ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 11.9,
3
+ "eval_accuracy_background": NaN,
4
+ "eval_accuracy_baseball-diamond": NaN,
5
+ "eval_accuracy_basketball-court": 0.0,
6
+ "eval_accuracy_bridge": 0.0,
7
+ "eval_accuracy_ground-track-field": 0.6010095281306715,
8
+ "eval_accuracy_harbor": 0.45754816853694685,
9
+ "eval_accuracy_helicopter": NaN,
10
+ "eval_accuracy_large-vehicle": 0.35943262553888516,
11
+ "eval_accuracy_plane": NaN,
12
+ "eval_accuracy_roundabout": 0.0,
13
+ "eval_accuracy_ship": 0.6329862515163769,
14
+ "eval_accuracy_small-vehicle": 0.4643513565412998,
15
+ "eval_accuracy_soccer-ball-field": 0.7776448061273337,
16
+ "eval_accuracy_storage-tank": 0.0,
17
+ "eval_accuracy_swimming-pool": NaN,
18
+ "eval_accuracy_tennis-court": 0.02797752808988764,
19
+ "eval_iou_background": 0.0,
20
+ "eval_iou_baseball-diamond": NaN,
21
+ "eval_iou_basketball-court": 0.0,
22
+ "eval_iou_bridge": 0.0,
23
+ "eval_iou_ground-track-field": 0.5492381051103971,
24
+ "eval_iou_harbor": 0.36109950705990473,
25
+ "eval_iou_helicopter": NaN,
26
+ "eval_iou_large-vehicle": 0.3508165367073709,
27
+ "eval_iou_plane": NaN,
28
+ "eval_iou_roundabout": 0.0,
29
+ "eval_iou_ship": 0.5194110327664869,
30
+ "eval_iou_small-vehicle": 0.436754422933026,
31
+ "eval_iou_soccer-ball-field": 0.7591530815824002,
32
+ "eval_iou_storage-tank": 0.0,
33
+ "eval_iou_swimming-pool": NaN,
34
+ "eval_iou_tennis-court": 0.02797752808988764,
35
+ "eval_loss": 0.23183493316173553,
36
+ "eval_mean_accuracy": 0.30190456949830924,
37
+ "eval_mean_iou": 0.2503708511874561,
38
+ "eval_overall_accuracy": 0.4541896188398832,
39
+ "eval_runtime": 25.0255,
40
+ "eval_samples_per_second": 0.679,
41
+ "eval_steps_per_second": 0.12
42
+ }
train_results.json ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 11.9,
3
+ "train_loss": 0.19855947565411988,
4
+ "train_runtime": 5414.4035,
5
+ "train_samples_per_second": 1.987,
6
+ "train_steps_per_second": 0.248
7
+ }
trainer_state.json ADDED
@@ -0,0 +1,622 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "best_metric": null,
3
+ "best_model_checkpoint": null,
4
+ "epoch": 11.902654867256636,
5
+ "eval_steps": 500,
6
+ "global_step": 1345,
7
+ "is_hyper_param_search": false,
8
+ "is_local_process_zero": true,
9
+ "is_world_process_zero": true,
10
+ "log_history": [
11
+ {
12
+ "epoch": 0.88,
13
+ "learning_rate": 5.554646840148699e-05,
14
+ "loss": 1.1413,
15
+ "step": 100
16
+ },
17
+ {
18
+ "epoch": 1.0,
19
+ "eval_accuracy_background": NaN,
20
+ "eval_accuracy_baseball-diamond": NaN,
21
+ "eval_accuracy_basketball-court": 0.0,
22
+ "eval_accuracy_bridge": 0.0,
23
+ "eval_accuracy_ground-track-field": 0.0,
24
+ "eval_accuracy_harbor": 0.8373914884607241,
25
+ "eval_accuracy_helicopter": NaN,
26
+ "eval_accuracy_large-vehicle": 0.001045110590788958,
27
+ "eval_accuracy_plane": NaN,
28
+ "eval_accuracy_roundabout": 0.0,
29
+ "eval_accuracy_ship": 0.06105944197331177,
30
+ "eval_accuracy_small-vehicle": 0.017904333433919475,
31
+ "eval_accuracy_soccer-ball-field": 0.0,
32
+ "eval_accuracy_storage-tank": 0.0,
33
+ "eval_accuracy_swimming-pool": NaN,
34
+ "eval_accuracy_tennis-court": 0.007865168539325843,
35
+ "eval_iou_background": 0.0,
36
+ "eval_iou_baseball-diamond": NaN,
37
+ "eval_iou_basketball-court": 0.0,
38
+ "eval_iou_bridge": 0.0,
39
+ "eval_iou_ground-track-field": 0.0,
40
+ "eval_iou_harbor": 0.4318628521511247,
41
+ "eval_iou_helicopter": NaN,
42
+ "eval_iou_large-vehicle": 0.0010450633318427782,
43
+ "eval_iou_plane": NaN,
44
+ "eval_iou_roundabout": 0.0,
45
+ "eval_iou_ship": 0.059177974819967664,
46
+ "eval_iou_small-vehicle": 0.017787225538022693,
47
+ "eval_iou_soccer-ball-field": 0.0,
48
+ "eval_iou_storage-tank": 0.0,
49
+ "eval_iou_swimming-pool": NaN,
50
+ "eval_iou_tennis-court": 0.007865168539325843,
51
+ "eval_loss": 0.5054225921630859,
52
+ "eval_mean_accuracy": 0.08411504936346093,
53
+ "eval_mean_iou": 0.0431448570316903,
54
+ "eval_overall_accuracy": 0.044511811896927794,
55
+ "eval_runtime": 26.5214,
56
+ "eval_samples_per_second": 0.641,
57
+ "eval_steps_per_second": 0.113,
58
+ "step": 113
59
+ },
60
+ {
61
+ "epoch": 1.77,
62
+ "learning_rate": 5.109293680297398e-05,
63
+ "loss": 0.326,
64
+ "step": 200
65
+ },
66
+ {
67
+ "epoch": 2.0,
68
+ "eval_accuracy_background": NaN,
69
+ "eval_accuracy_baseball-diamond": NaN,
70
+ "eval_accuracy_basketball-court": 0.0,
71
+ "eval_accuracy_bridge": 0.0,
72
+ "eval_accuracy_ground-track-field": 0.0,
73
+ "eval_accuracy_harbor": 0.8062142705907263,
74
+ "eval_accuracy_helicopter": NaN,
75
+ "eval_accuracy_large-vehicle": 0.2926359899910563,
76
+ "eval_accuracy_plane": NaN,
77
+ "eval_accuracy_roundabout": 0.0,
78
+ "eval_accuracy_ship": 0.04326728669632026,
79
+ "eval_accuracy_small-vehicle": 0.16895728746605218,
80
+ "eval_accuracy_soccer-ball-field": 0.0,
81
+ "eval_accuracy_storage-tank": 0.0,
82
+ "eval_accuracy_swimming-pool": NaN,
83
+ "eval_accuracy_tennis-court": 0.0,
84
+ "eval_iou_background": 0.0,
85
+ "eval_iou_baseball-diamond": NaN,
86
+ "eval_iou_basketball-court": 0.0,
87
+ "eval_iou_bridge": 0.0,
88
+ "eval_iou_ground-track-field": 0.0,
89
+ "eval_iou_harbor": 0.41287611818921116,
90
+ "eval_iou_helicopter": NaN,
91
+ "eval_iou_large-vehicle": 0.29039624645362666,
92
+ "eval_iou_plane": NaN,
93
+ "eval_iou_roundabout": 0.0,
94
+ "eval_iou_ship": 0.0430280486578868,
95
+ "eval_iou_small-vehicle": 0.1613641325706301,
96
+ "eval_iou_soccer-ball-field": 0.0,
97
+ "eval_iou_storage-tank": 0.0,
98
+ "eval_iou_swimming-pool": NaN,
99
+ "eval_iou_tennis-court": 0.0,
100
+ "eval_loss": 0.32400479912757874,
101
+ "eval_mean_accuracy": 0.11918862134037772,
102
+ "eval_mean_iou": 0.07563871215594624,
103
+ "eval_overall_accuracy": 0.2144372250360457,
104
+ "eval_runtime": 26.1142,
105
+ "eval_samples_per_second": 0.651,
106
+ "eval_steps_per_second": 0.115,
107
+ "step": 226
108
+ },
109
+ {
110
+ "epoch": 2.65,
111
+ "learning_rate": 4.6639405204460966e-05,
112
+ "loss": 0.1849,
113
+ "step": 300
114
+ },
115
+ {
116
+ "epoch": 3.0,
117
+ "eval_accuracy_background": NaN,
118
+ "eval_accuracy_baseball-diamond": NaN,
119
+ "eval_accuracy_basketball-court": 0.0,
120
+ "eval_accuracy_bridge": 0.0,
121
+ "eval_accuracy_ground-track-field": 0.3563407441016334,
122
+ "eval_accuracy_harbor": 0.6252381960618251,
123
+ "eval_accuracy_helicopter": NaN,
124
+ "eval_accuracy_large-vehicle": 0.2834711740410608,
125
+ "eval_accuracy_plane": NaN,
126
+ "eval_accuracy_roundabout": 0.0,
127
+ "eval_accuracy_ship": 0.35200161746866154,
128
+ "eval_accuracy_small-vehicle": 0.3124662807816458,
129
+ "eval_accuracy_soccer-ball-field": 0.45093346098611775,
130
+ "eval_accuracy_storage-tank": 0.0,
131
+ "eval_accuracy_swimming-pool": NaN,
132
+ "eval_accuracy_tennis-court": 0.0,
133
+ "eval_iou_background": 0.0,
134
+ "eval_iou_baseball-diamond": NaN,
135
+ "eval_iou_basketball-court": 0.0,
136
+ "eval_iou_bridge": 0.0,
137
+ "eval_iou_ground-track-field": 0.32654227950730214,
138
+ "eval_iou_harbor": 0.39540722391457167,
139
+ "eval_iou_helicopter": NaN,
140
+ "eval_iou_large-vehicle": 0.2807220942325012,
141
+ "eval_iou_plane": NaN,
142
+ "eval_iou_roundabout": 0.0,
143
+ "eval_iou_ship": 0.32357587584796954,
144
+ "eval_iou_small-vehicle": 0.28940080457336437,
145
+ "eval_iou_soccer-ball-field": 0.4505684535854888,
146
+ "eval_iou_storage-tank": 0.0,
147
+ "eval_iou_swimming-pool": 0.0,
148
+ "eval_iou_tennis-court": 0.0,
149
+ "eval_loss": 0.2806827425956726,
150
+ "eval_mean_accuracy": 0.21640467940372218,
151
+ "eval_mean_iou": 0.1589397485893229,
152
+ "eval_overall_accuracy": 0.3238081814484824,
153
+ "eval_runtime": 25.8741,
154
+ "eval_samples_per_second": 0.657,
155
+ "eval_steps_per_second": 0.116,
156
+ "step": 339
157
+ },
158
+ {
159
+ "epoch": 3.54,
160
+ "learning_rate": 4.2185873605947955e-05,
161
+ "loss": 0.1341,
162
+ "step": 400
163
+ },
164
+ {
165
+ "epoch": 4.0,
166
+ "eval_accuracy_background": NaN,
167
+ "eval_accuracy_baseball-diamond": NaN,
168
+ "eval_accuracy_basketball-court": 0.0,
169
+ "eval_accuracy_bridge": 0.0,
170
+ "eval_accuracy_ground-track-field": 0.48661524500907444,
171
+ "eval_accuracy_harbor": 0.7551873809019691,
172
+ "eval_accuracy_helicopter": NaN,
173
+ "eval_accuracy_large-vehicle": 0.18656731416627306,
174
+ "eval_accuracy_plane": NaN,
175
+ "eval_accuracy_roundabout": 0.0,
176
+ "eval_accuracy_ship": 0.20885564092195713,
177
+ "eval_accuracy_small-vehicle": 0.36284164997851115,
178
+ "eval_accuracy_soccer-ball-field": 0.5206024229480428,
179
+ "eval_accuracy_storage-tank": 0.0,
180
+ "eval_accuracy_swimming-pool": NaN,
181
+ "eval_accuracy_tennis-court": 0.018764044943820224,
182
+ "eval_iou_background": 0.0,
183
+ "eval_iou_baseball-diamond": NaN,
184
+ "eval_iou_basketball-court": 0.0,
185
+ "eval_iou_bridge": 0.0,
186
+ "eval_iou_ground-track-field": 0.4267595125590649,
187
+ "eval_iou_harbor": 0.42208810390225143,
188
+ "eval_iou_helicopter": NaN,
189
+ "eval_iou_large-vehicle": 0.18395616481790664,
190
+ "eval_iou_plane": NaN,
191
+ "eval_iou_roundabout": 0.0,
192
+ "eval_iou_ship": 0.20035882267371383,
193
+ "eval_iou_small-vehicle": 0.33034458070048367,
194
+ "eval_iou_soccer-ball-field": 0.5205065900890951,
195
+ "eval_iou_storage-tank": 0.0,
196
+ "eval_iou_swimming-pool": 0.0,
197
+ "eval_iou_tennis-court": 0.018764044943820224,
198
+ "eval_loss": 0.2694321572780609,
199
+ "eval_mean_accuracy": 0.23085760898814983,
200
+ "eval_mean_iou": 0.16175213997587198,
201
+ "eval_overall_accuracy": 0.3055404081481755,
202
+ "eval_runtime": 24.9985,
203
+ "eval_samples_per_second": 0.68,
204
+ "eval_steps_per_second": 0.12,
205
+ "step": 452
206
+ },
207
+ {
208
+ "epoch": 4.42,
209
+ "learning_rate": 3.773234200743495e-05,
210
+ "loss": 0.1282,
211
+ "step": 500
212
+ },
213
+ {
214
+ "epoch": 5.0,
215
+ "eval_accuracy_background": NaN,
216
+ "eval_accuracy_baseball-diamond": NaN,
217
+ "eval_accuracy_basketball-court": 0.0,
218
+ "eval_accuracy_bridge": 0.0,
219
+ "eval_accuracy_ground-track-field": 0.6125794010889292,
220
+ "eval_accuracy_harbor": 0.6151810290069871,
221
+ "eval_accuracy_helicopter": NaN,
222
+ "eval_accuracy_large-vehicle": 0.17511129422877872,
223
+ "eval_accuracy_plane": NaN,
224
+ "eval_accuracy_roundabout": 0.0,
225
+ "eval_accuracy_ship": 0.4060857258390619,
226
+ "eval_accuracy_small-vehicle": 0.33466838577529057,
227
+ "eval_accuracy_soccer-ball-field": 0.8252200169385425,
228
+ "eval_accuracy_storage-tank": 0.0,
229
+ "eval_accuracy_swimming-pool": NaN,
230
+ "eval_accuracy_tennis-court": 0.029213483146067417,
231
+ "eval_iou_background": 0.0,
232
+ "eval_iou_baseball-diamond": NaN,
233
+ "eval_iou_basketball-court": 0.0,
234
+ "eval_iou_bridge": 0.0,
235
+ "eval_iou_ground-track-field": 0.4767390536723164,
236
+ "eval_iou_harbor": 0.39954620462046203,
237
+ "eval_iou_helicopter": NaN,
238
+ "eval_iou_large-vehicle": 0.17452027081163368,
239
+ "eval_iou_plane": NaN,
240
+ "eval_iou_roundabout": 0.0,
241
+ "eval_iou_ship": 0.36671535512141684,
242
+ "eval_iou_small-vehicle": 0.31687720240002076,
243
+ "eval_iou_soccer-ball-field": 0.7048546132192675,
244
+ "eval_iou_storage-tank": 0.0,
245
+ "eval_iou_swimming-pool": NaN,
246
+ "eval_iou_tennis-court": 0.029213483146067417,
247
+ "eval_loss": 0.26310500502586365,
248
+ "eval_mean_accuracy": 0.2725508487294234,
249
+ "eval_mean_iou": 0.2057055152492654,
250
+ "eval_overall_accuracy": 0.33963362786054935,
251
+ "eval_runtime": 25.5432,
252
+ "eval_samples_per_second": 0.666,
253
+ "eval_steps_per_second": 0.117,
254
+ "step": 565
255
+ },
256
+ {
257
+ "epoch": 5.31,
258
+ "learning_rate": 3.327881040892194e-05,
259
+ "loss": 0.1138,
260
+ "step": 600
261
+ },
262
+ {
263
+ "epoch": 6.0,
264
+ "eval_accuracy_background": NaN,
265
+ "eval_accuracy_baseball-diamond": NaN,
266
+ "eval_accuracy_basketball-court": 0.0,
267
+ "eval_accuracy_bridge": 0.0,
268
+ "eval_accuracy_ground-track-field": 0.6128062613430127,
269
+ "eval_accuracy_harbor": 0.6627143764556426,
270
+ "eval_accuracy_helicopter": NaN,
271
+ "eval_accuracy_large-vehicle": 0.33653565937434055,
272
+ "eval_accuracy_plane": NaN,
273
+ "eval_accuracy_roundabout": 0.0,
274
+ "eval_accuracy_ship": 0.23620097048119693,
275
+ "eval_accuracy_small-vehicle": 0.37090682979910206,
276
+ "eval_accuracy_soccer-ball-field": 0.5823360459550024,
277
+ "eval_accuracy_storage-tank": 0.0,
278
+ "eval_accuracy_swimming-pool": NaN,
279
+ "eval_accuracy_tennis-court": 0.012247191011235956,
280
+ "eval_iou_background": 0.0,
281
+ "eval_iou_baseball-diamond": NaN,
282
+ "eval_iou_basketball-court": 0.0,
283
+ "eval_iou_bridge": 0.0,
284
+ "eval_iou_ground-track-field": 0.4624636192432803,
285
+ "eval_iou_harbor": 0.39213229766975694,
286
+ "eval_iou_helicopter": NaN,
287
+ "eval_iou_large-vehicle": 0.3301148881430113,
288
+ "eval_iou_plane": NaN,
289
+ "eval_iou_roundabout": 0.0,
290
+ "eval_iou_ship": 0.2249338146811071,
291
+ "eval_iou_small-vehicle": 0.34437029867726215,
292
+ "eval_iou_soccer-ball-field": 0.5725224002172142,
293
+ "eval_iou_storage-tank": 0.0,
294
+ "eval_iou_swimming-pool": NaN,
295
+ "eval_iou_tennis-court": 0.012247191011235956,
296
+ "eval_loss": 0.24178704619407654,
297
+ "eval_mean_accuracy": 0.25579521221995755,
298
+ "eval_mean_iou": 0.19489870913690566,
299
+ "eval_overall_accuracy": 0.38651151613738033,
300
+ "eval_runtime": 25.56,
301
+ "eval_samples_per_second": 0.665,
302
+ "eval_steps_per_second": 0.117,
303
+ "step": 678
304
+ },
305
+ {
306
+ "epoch": 6.19,
307
+ "learning_rate": 2.882527881040892e-05,
308
+ "loss": 0.1049,
309
+ "step": 700
310
+ },
311
+ {
312
+ "epoch": 7.0,
313
+ "eval_accuracy_background": NaN,
314
+ "eval_accuracy_baseball-diamond": NaN,
315
+ "eval_accuracy_basketball-court": 0.0,
316
+ "eval_accuracy_bridge": 0.0,
317
+ "eval_accuracy_ground-track-field": 0.16969147005444646,
318
+ "eval_accuracy_harbor": 0.7809125555790811,
319
+ "eval_accuracy_helicopter": NaN,
320
+ "eval_accuracy_large-vehicle": 0.5117625187165238,
321
+ "eval_accuracy_plane": NaN,
322
+ "eval_accuracy_roundabout": 0.0,
323
+ "eval_accuracy_ship": 0.3185907804286292,
324
+ "eval_accuracy_small-vehicle": 0.40714527382291354,
325
+ "eval_accuracy_soccer-ball-field": 0.6140037559376956,
326
+ "eval_accuracy_storage-tank": 0.0,
327
+ "eval_accuracy_swimming-pool": NaN,
328
+ "eval_accuracy_tennis-court": 0.08269662921348314,
329
+ "eval_iou_background": 0.0,
330
+ "eval_iou_baseball-diamond": NaN,
331
+ "eval_iou_basketball-court": 0.0,
332
+ "eval_iou_bridge": 0.0,
333
+ "eval_iou_ground-track-field": 0.16786355475763015,
334
+ "eval_iou_harbor": 0.47018516747936384,
335
+ "eval_iou_helicopter": NaN,
336
+ "eval_iou_large-vehicle": 0.49606467952464445,
337
+ "eval_iou_plane": NaN,
338
+ "eval_iou_roundabout": 0.0,
339
+ "eval_iou_ship": 0.2927406994565975,
340
+ "eval_iou_small-vehicle": 0.38511105729310824,
341
+ "eval_iou_soccer-ball-field": 0.5212002813159334,
342
+ "eval_iou_storage-tank": 0.0,
343
+ "eval_iou_swimming-pool": NaN,
344
+ "eval_iou_tennis-court": 0.08269662921348314,
345
+ "eval_loss": 0.23447547852993011,
346
+ "eval_mean_accuracy": 0.2622548167047975,
347
+ "eval_mean_iou": 0.20132183908673004,
348
+ "eval_overall_accuracy": 0.47254519575585047,
349
+ "eval_runtime": 26.6052,
350
+ "eval_samples_per_second": 0.639,
351
+ "eval_steps_per_second": 0.113,
352
+ "step": 791
353
+ },
354
+ {
355
+ "epoch": 7.08,
356
+ "learning_rate": 2.4371747211895908e-05,
357
+ "loss": 0.1006,
358
+ "step": 800
359
+ },
360
+ {
361
+ "epoch": 7.96,
362
+ "learning_rate": 1.9918215613382896e-05,
363
+ "loss": 0.0829,
364
+ "step": 900
365
+ },
366
+ {
367
+ "epoch": 8.0,
368
+ "eval_accuracy_background": NaN,
369
+ "eval_accuracy_baseball-diamond": NaN,
370
+ "eval_accuracy_basketball-court": 0.0,
371
+ "eval_accuracy_bridge": 0.0,
372
+ "eval_accuracy_ground-track-field": 0.5547300362976406,
373
+ "eval_accuracy_harbor": 0.7049544780859623,
374
+ "eval_accuracy_helicopter": NaN,
375
+ "eval_accuracy_large-vehicle": 0.35798052476610626,
376
+ "eval_accuracy_plane": NaN,
377
+ "eval_accuracy_roundabout": 0.0,
378
+ "eval_accuracy_ship": 0.1689243833400728,
379
+ "eval_accuracy_small-vehicle": 0.4289358900502016,
380
+ "eval_accuracy_soccer-ball-field": 0.7860036086460213,
381
+ "eval_accuracy_storage-tank": 0.0,
382
+ "eval_accuracy_swimming-pool": NaN,
383
+ "eval_accuracy_tennis-court": 0.09797752808988765,
384
+ "eval_iou_background": 0.0,
385
+ "eval_iou_baseball-diamond": NaN,
386
+ "eval_iou_basketball-court": 0.0,
387
+ "eval_iou_bridge": 0.0,
388
+ "eval_iou_ground-track-field": 0.5204874414644529,
389
+ "eval_iou_harbor": 0.3967114473801793,
390
+ "eval_iou_helicopter": NaN,
391
+ "eval_iou_large-vehicle": 0.3490466205490995,
392
+ "eval_iou_plane": NaN,
393
+ "eval_iou_roundabout": 0.0,
394
+ "eval_iou_ship": 0.16185586981790004,
395
+ "eval_iou_small-vehicle": 0.40482252120856455,
396
+ "eval_iou_soccer-ball-field": 0.7022932157662697,
397
+ "eval_iou_storage-tank": 0.0,
398
+ "eval_iou_swimming-pool": NaN,
399
+ "eval_iou_tennis-court": 0.09797752808988765,
400
+ "eval_loss": 0.23511286079883575,
401
+ "eval_mean_accuracy": 0.2817733135705357,
402
+ "eval_mean_iou": 0.21943288702302946,
403
+ "eval_overall_accuracy": 0.43476191356427224,
404
+ "eval_runtime": 26.4622,
405
+ "eval_samples_per_second": 0.642,
406
+ "eval_steps_per_second": 0.113,
407
+ "step": 904
408
+ },
409
+ {
410
+ "epoch": 8.85,
411
+ "learning_rate": 1.546468401486989e-05,
412
+ "loss": 0.0922,
413
+ "step": 1000
414
+ },
415
+ {
416
+ "epoch": 9.0,
417
+ "eval_accuracy_background": NaN,
418
+ "eval_accuracy_baseball-diamond": NaN,
419
+ "eval_accuracy_basketball-court": 0.0,
420
+ "eval_accuracy_bridge": 0.0,
421
+ "eval_accuracy_ground-track-field": 0.5679446460980037,
422
+ "eval_accuracy_harbor": 0.5793986872750371,
423
+ "eval_accuracy_helicopter": NaN,
424
+ "eval_accuracy_large-vehicle": 0.46902854960758106,
425
+ "eval_accuracy_plane": NaN,
426
+ "eval_accuracy_roundabout": 0.0,
427
+ "eval_accuracy_ship": 0.4728568540234533,
428
+ "eval_accuracy_small-vehicle": 0.4725719876736254,
429
+ "eval_accuracy_soccer-ball-field": 0.7942151194903708,
430
+ "eval_accuracy_storage-tank": 0.0,
431
+ "eval_accuracy_swimming-pool": NaN,
432
+ "eval_accuracy_tennis-court": 0.057191011235955054,
433
+ "eval_iou_background": 0.0,
434
+ "eval_iou_baseball-diamond": NaN,
435
+ "eval_iou_basketball-court": 0.0,
436
+ "eval_iou_bridge": 0.0,
437
+ "eval_iou_ground-track-field": 0.5293091601035995,
438
+ "eval_iou_harbor": 0.40095238095238095,
439
+ "eval_iou_helicopter": NaN,
440
+ "eval_iou_large-vehicle": 0.4562682073239877,
441
+ "eval_iou_plane": NaN,
442
+ "eval_iou_roundabout": 0.0,
443
+ "eval_iou_ship": 0.4142680010627934,
444
+ "eval_iou_small-vehicle": 0.4398260440336678,
445
+ "eval_iou_soccer-ball-field": 0.7612635665754875,
446
+ "eval_iou_storage-tank": 0.0,
447
+ "eval_iou_swimming-pool": NaN,
448
+ "eval_iou_tennis-court": 0.057191011235955054,
449
+ "eval_loss": 0.23495808243751526,
450
+ "eval_mean_accuracy": 0.31029153230945694,
451
+ "eval_mean_iou": 0.2549231976073227,
452
+ "eval_overall_accuracy": 0.5059983733224889,
453
+ "eval_runtime": 26.0069,
454
+ "eval_samples_per_second": 0.654,
455
+ "eval_steps_per_second": 0.115,
456
+ "step": 1017
457
+ },
458
+ {
459
+ "epoch": 9.73,
460
+ "learning_rate": 1.101115241635688e-05,
461
+ "loss": 0.0717,
462
+ "step": 1100
463
+ },
464
+ {
465
+ "epoch": 10.0,
466
+ "eval_accuracy_background": NaN,
467
+ "eval_accuracy_baseball-diamond": NaN,
468
+ "eval_accuracy_basketball-court": 0.0,
469
+ "eval_accuracy_bridge": 0.0,
470
+ "eval_accuracy_ground-track-field": 0.5706102540834845,
471
+ "eval_accuracy_harbor": 0.627884818970993,
472
+ "eval_accuracy_helicopter": NaN,
473
+ "eval_accuracy_large-vehicle": 0.30892564641094955,
474
+ "eval_accuracy_plane": NaN,
475
+ "eval_accuracy_roundabout": 0.0,
476
+ "eval_accuracy_ship": 0.45117266477961987,
477
+ "eval_accuracy_small-vehicle": 0.4154756352929343,
478
+ "eval_accuracy_soccer-ball-field": 0.7676289722723423,
479
+ "eval_accuracy_storage-tank": 0.0,
480
+ "eval_accuracy_swimming-pool": NaN,
481
+ "eval_accuracy_tennis-court": 0.016853932584269662,
482
+ "eval_iou_background": 0.0,
483
+ "eval_iou_baseball-diamond": NaN,
484
+ "eval_iou_basketball-court": 0.0,
485
+ "eval_iou_bridge": 0.0,
486
+ "eval_iou_ground-track-field": 0.5350741902887837,
487
+ "eval_iou_harbor": 0.42458300522585724,
488
+ "eval_iou_helicopter": NaN,
489
+ "eval_iou_large-vehicle": 0.30231048741991473,
490
+ "eval_iou_plane": NaN,
491
+ "eval_iou_roundabout": 0.0,
492
+ "eval_iou_ship": 0.39948084496956676,
493
+ "eval_iou_small-vehicle": 0.3949205135113993,
494
+ "eval_iou_soccer-ball-field": 0.7392900205688346,
495
+ "eval_iou_storage-tank": 0.0,
496
+ "eval_iou_swimming-pool": NaN,
497
+ "eval_iou_tennis-court": 0.016853932584269662,
498
+ "eval_loss": 0.23986193537712097,
499
+ "eval_mean_accuracy": 0.2871410840358721,
500
+ "eval_mean_iou": 0.23437608288071884,
501
+ "eval_overall_accuracy": 0.41501303190506117,
502
+ "eval_runtime": 26.0367,
503
+ "eval_samples_per_second": 0.653,
504
+ "eval_steps_per_second": 0.115,
505
+ "step": 1130
506
+ },
507
+ {
508
+ "epoch": 10.62,
509
+ "learning_rate": 6.557620817843867e-06,
510
+ "loss": 0.0787,
511
+ "step": 1200
512
+ },
513
+ {
514
+ "epoch": 11.0,
515
+ "eval_accuracy_background": NaN,
516
+ "eval_accuracy_baseball-diamond": NaN,
517
+ "eval_accuracy_basketball-court": 0.0,
518
+ "eval_accuracy_bridge": 0.0,
519
+ "eval_accuracy_ground-track-field": 0.5865471869328494,
520
+ "eval_accuracy_harbor": 0.46839932246453525,
521
+ "eval_accuracy_helicopter": NaN,
522
+ "eval_accuracy_large-vehicle": 0.4086583392790747,
523
+ "eval_accuracy_plane": NaN,
524
+ "eval_accuracy_roundabout": 0.0,
525
+ "eval_accuracy_ship": 0.6678629195309341,
526
+ "eval_accuracy_small-vehicle": 0.43775089384504245,
527
+ "eval_accuracy_soccer-ball-field": 0.7796148322716059,
528
+ "eval_accuracy_storage-tank": 0.0,
529
+ "eval_accuracy_swimming-pool": NaN,
530
+ "eval_accuracy_tennis-court": 0.06662921348314607,
531
+ "eval_iou_background": 0.0,
532
+ "eval_iou_baseball-diamond": NaN,
533
+ "eval_iou_basketball-court": 0.0,
534
+ "eval_iou_bridge": 0.0,
535
+ "eval_iou_ground-track-field": 0.545579236125765,
536
+ "eval_iou_harbor": 0.3784858853721129,
537
+ "eval_iou_helicopter": NaN,
538
+ "eval_iou_large-vehicle": 0.39749185046893404,
539
+ "eval_iou_plane": NaN,
540
+ "eval_iou_roundabout": 0.0,
541
+ "eval_iou_ship": 0.5358939000648929,
542
+ "eval_iou_small-vehicle": 0.4171960922725649,
543
+ "eval_iou_soccer-ball-field": 0.7528491421459685,
544
+ "eval_iou_storage-tank": 0.0,
545
+ "eval_iou_swimming-pool": NaN,
546
+ "eval_iou_tennis-court": 0.06662921348314607,
547
+ "eval_loss": 0.2228255420923233,
548
+ "eval_mean_accuracy": 0.3104966098006534,
549
+ "eval_mean_iou": 0.2578437766611154,
550
+ "eval_overall_accuracy": 0.4726260675071167,
551
+ "eval_runtime": 25.9393,
552
+ "eval_samples_per_second": 0.655,
553
+ "eval_steps_per_second": 0.116,
554
+ "step": 1243
555
+ },
556
+ {
557
+ "epoch": 11.5,
558
+ "learning_rate": 2.1040892193308547e-06,
559
+ "loss": 0.0787,
560
+ "step": 1300
561
+ },
562
+ {
563
+ "epoch": 11.9,
564
+ "eval_accuracy_background": NaN,
565
+ "eval_accuracy_baseball-diamond": NaN,
566
+ "eval_accuracy_basketball-court": 0.0,
567
+ "eval_accuracy_bridge": 0.0,
568
+ "eval_accuracy_ground-track-field": 0.6010095281306715,
569
+ "eval_accuracy_harbor": 0.45754816853694685,
570
+ "eval_accuracy_helicopter": NaN,
571
+ "eval_accuracy_large-vehicle": 0.35943262553888516,
572
+ "eval_accuracy_plane": NaN,
573
+ "eval_accuracy_roundabout": 0.0,
574
+ "eval_accuracy_ship": 0.6329862515163769,
575
+ "eval_accuracy_small-vehicle": 0.4643513565412998,
576
+ "eval_accuracy_soccer-ball-field": 0.7776448061273337,
577
+ "eval_accuracy_storage-tank": 0.0,
578
+ "eval_accuracy_swimming-pool": NaN,
579
+ "eval_accuracy_tennis-court": 0.02797752808988764,
580
+ "eval_iou_background": 0.0,
581
+ "eval_iou_baseball-diamond": NaN,
582
+ "eval_iou_basketball-court": 0.0,
583
+ "eval_iou_bridge": 0.0,
584
+ "eval_iou_ground-track-field": 0.5492381051103971,
585
+ "eval_iou_harbor": 0.36109950705990473,
586
+ "eval_iou_helicopter": NaN,
587
+ "eval_iou_large-vehicle": 0.3508165367073709,
588
+ "eval_iou_plane": NaN,
589
+ "eval_iou_roundabout": 0.0,
590
+ "eval_iou_ship": 0.5194110327664869,
591
+ "eval_iou_small-vehicle": 0.436754422933026,
592
+ "eval_iou_soccer-ball-field": 0.7591530815824002,
593
+ "eval_iou_storage-tank": 0.0,
594
+ "eval_iou_swimming-pool": NaN,
595
+ "eval_iou_tennis-court": 0.02797752808988764,
596
+ "eval_loss": 0.23183491826057434,
597
+ "eval_mean_accuracy": 0.30190456949830924,
598
+ "eval_mean_iou": 0.2503708511874561,
599
+ "eval_overall_accuracy": 0.4541896188398832,
600
+ "eval_runtime": 26.2489,
601
+ "eval_samples_per_second": 0.648,
602
+ "eval_steps_per_second": 0.114,
603
+ "step": 1345
604
+ },
605
+ {
606
+ "epoch": 11.9,
607
+ "step": 1345,
608
+ "total_flos": 1.38196859914027e+18,
609
+ "train_loss": 0.19855947565411988,
610
+ "train_runtime": 5414.4035,
611
+ "train_samples_per_second": 1.987,
612
+ "train_steps_per_second": 0.248
613
+ }
614
+ ],
615
+ "logging_steps": 100,
616
+ "max_steps": 1345,
617
+ "num_train_epochs": 12,
618
+ "save_steps": 500,
619
+ "total_flos": 1.38196859914027e+18,
620
+ "trial_name": null,
621
+ "trial_params": null
622
+ }