End of training

README.md

@@ -3,6 +3,8 @@ library_name: transformers
 license: other
 base_model: nvidia/mit-b2
 tags:
+- image-segmentation
+- vision
 - generated_from_trainer
 model-index:
 - name: segformer-finetuned-sidewalk-10k-steps
@@ -14,7 +16,7 @@ should probably proofread and complete it, then remove this comment. -->
 
 # segformer-finetuned-sidewalk-10k-steps
 
-This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on an unknown dataset.
+This model is a fine-tuned version of [nvidia/mit-b2](https://huggingface.co/nvidia/mit-b2) on the segments/sidewalk-semantic dataset.
 It achieves the following results on the evaluation set:
 - Loss: 0.6343
 - Mean Iou: 0.3675

all_results.json

@@ -0,0 +1,85 @@
+{
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+    "eval_accuracy_construction-bridge": NaN,
+    "eval_accuracy_construction-building": 0.01976004454869138,
+    "eval_accuracy_construction-door": 0.6459677160948749,
+    "eval_accuracy_construction-fenceguardrail": 0.15,
+    "eval_accuracy_construction-stairs": 0.6618424873334763,
+    "eval_accuracy_construction-tunnel": 0.032442698441605744,
+    "eval_accuracy_construction-wall": 0.4446358674305527,
+    "eval_accuracy_flat-crosswalk": 0.8913353131096877,
+    "eval_accuracy_flat-curb": 0.6380373936892741,
+    "eval_accuracy_flat-cyclinglane": 0.3568247343299515,
+    "eval_accuracy_flat-parkingdriveway": NaN,
+    "eval_accuracy_flat-railtrack": 0.6623637967676683,
+    "eval_accuracy_flat-road": 0.9432659699430055,
+    "eval_accuracy_flat-sidewalk": 0.7563834903195675,
+    "eval_accuracy_human-person": 0.6670263516583371,
+    "eval_accuracy_human-rider": 0.9602360556084006,
+    "eval_accuracy_nature-terrain": 0.9523043613582534,
+    "eval_accuracy_nature-vegetation": 0.7855847753987426,
+    "eval_accuracy_object-pole": 0.39077920857223425,
+    "eval_accuracy_object-trafficlight": 0.9407312733962399,
+    "eval_accuracy_object-trafficsign": 0.01553030303030303,
+    "eval_accuracy_sky": 5.710630910502992e-05,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.0,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.0,
+    "eval_accuracy_vehicle-caravan": 0.03942375263527758,
+    "eval_accuracy_vehicle-cartrailer": 0.8794381892814164,
+    "eval_accuracy_vehicle-motorcycle": 0.8125320389593746,
+    "eval_accuracy_vehicle-tramtrain": 0.0,
+    "eval_accuracy_vehicle-truck": 0.7201584943041109,
+    "eval_accuracy_void-dynamic": 0.3187472926964541,
+    "eval_accuracy_void-ground": 0.4304849009633077,
+    "eval_accuracy_void-static": 0.0,
+    "eval_accuracy_void-unclear": NaN,
+    "eval_iou_construction-bridge": NaN,
+    "eval_iou_construction-building": 0.01976004454869138,
+    "eval_iou_construction-door": 0.4969956772265981,
+    "eval_iou_construction-fenceguardrail": 0.013872832369942197,
+    "eval_iou_construction-stairs": 0.4300475924296473,
+    "eval_iou_construction-tunnel": 0.028813050209108345,
+    "eval_iou_construction-wall": 0.3062308074042842,
+    "eval_iou_flat-crosswalk": 0.747457510554242,
+    "eval_iou_flat-curb": 0.5337536098666068,
+    "eval_iou_flat-cyclinglane": 0.3261124246632671,
+    "eval_iou_flat-parkingdriveway": NaN,
+    "eval_iou_flat-railtrack": 0.5300062677006665,
+    "eval_iou_flat-road": 0.8597323065524629,
+    "eval_iou_flat-sidewalk": 0.7477019454043479,
+    "eval_iou_human-person": 0.34411532038322934,
+    "eval_iou_human-rider": 0.8785591660530574,
+    "eval_iou_nature-terrain": 0.933896168148231,
+    "eval_iou_nature-vegetation": 0.7141661406352976,
+    "eval_iou_object-pole": 0.3497591856478853,
+    "eval_iou_object-trafficlight": 0.8364911999593896,
+    "eval_iou_object-trafficsign": 0.01553030303030303,
+    "eval_iou_sky": 5.65269396088788e-05,
+    "eval_iou_unlabeled": 0.0,
+    "eval_iou_vehicle-bicycle": 0.0,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.0,
+    "eval_iou_vehicle-caravan": 0.030249110320284697,
+    "eval_iou_vehicle-cartrailer": 0.7283075349742347,
+    "eval_iou_vehicle-motorcycle": 0.6862138943380911,
+    "eval_iou_vehicle-tramtrain": 0.0,
+    "eval_iou_vehicle-truck": 0.6854179761156506,
+    "eval_iou_void-dynamic": 0.25982348660969884,
+    "eval_iou_void-ground": 0.2572877162056167,
+    "eval_iou_void-static": 0.0,
+    "eval_iou_void-unclear": NaN,
+    "eval_loss": 0.6342570185661316,
+    "eval_mean_accuracy": 0.45535140697354554,
+    "eval_mean_iou": 0.36751118119657633,
+    "eval_overall_accuracy": 0.849911646396497,
+    "eval_runtime": 20.4659,
+    "eval_samples_per_second": 7.329,
+    "eval_steps_per_second": 0.928,
+    "total_flos": 1.0261091145294545e+19,
+    "train_loss": 0.3067209461212158,
+    "train_runtime": 12243.6456,
+    "train_samples_per_second": 6.534,
+    "train_steps_per_second": 0.817
+}

eval_results.json

@@ -0,0 +1,80 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": NaN,
+    "eval_accuracy_construction-building": 0.01976004454869138,
+    "eval_accuracy_construction-door": 0.6459677160948749,
+    "eval_accuracy_construction-fenceguardrail": 0.15,
+    "eval_accuracy_construction-stairs": 0.6618424873334763,
+    "eval_accuracy_construction-tunnel": 0.032442698441605744,
+    "eval_accuracy_construction-wall": 0.4446358674305527,
+    "eval_accuracy_flat-crosswalk": 0.8913353131096877,
+    "eval_accuracy_flat-curb": 0.6380373936892741,
+    "eval_accuracy_flat-cyclinglane": 0.3568247343299515,
+    "eval_accuracy_flat-parkingdriveway": NaN,
+    "eval_accuracy_flat-railtrack": 0.6623637967676683,
+    "eval_accuracy_flat-road": 0.9432659699430055,
+    "eval_accuracy_flat-sidewalk": 0.7563834903195675,
+    "eval_accuracy_human-person": 0.6670263516583371,
+    "eval_accuracy_human-rider": 0.9602360556084006,
+    "eval_accuracy_nature-terrain": 0.9523043613582534,
+    "eval_accuracy_nature-vegetation": 0.7855847753987426,
+    "eval_accuracy_object-pole": 0.39077920857223425,
+    "eval_accuracy_object-trafficlight": 0.9407312733962399,
+    "eval_accuracy_object-trafficsign": 0.01553030303030303,
+    "eval_accuracy_sky": 5.710630910502992e-05,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.0,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.0,
+    "eval_accuracy_vehicle-caravan": 0.03942375263527758,
+    "eval_accuracy_vehicle-cartrailer": 0.8794381892814164,
+    "eval_accuracy_vehicle-motorcycle": 0.8125320389593746,
+    "eval_accuracy_vehicle-tramtrain": 0.0,
+    "eval_accuracy_vehicle-truck": 0.7201584943041109,
+    "eval_accuracy_void-dynamic": 0.3187472926964541,
+    "eval_accuracy_void-ground": 0.4304849009633077,
+    "eval_accuracy_void-static": 0.0,
+    "eval_accuracy_void-unclear": NaN,
+    "eval_iou_construction-bridge": NaN,
+    "eval_iou_construction-building": 0.01976004454869138,
+    "eval_iou_construction-door": 0.4969956772265981,
+    "eval_iou_construction-fenceguardrail": 0.013872832369942197,
+    "eval_iou_construction-stairs": 0.4300475924296473,
+    "eval_iou_construction-tunnel": 0.028813050209108345,
+    "eval_iou_construction-wall": 0.3062308074042842,
+    "eval_iou_flat-crosswalk": 0.747457510554242,
+    "eval_iou_flat-curb": 0.5337536098666068,
+    "eval_iou_flat-cyclinglane": 0.3261124246632671,
+    "eval_iou_flat-parkingdriveway": NaN,
+    "eval_iou_flat-railtrack": 0.5300062677006665,
+    "eval_iou_flat-road": 0.8597323065524629,
+    "eval_iou_flat-sidewalk": 0.7477019454043479,
+    "eval_iou_human-person": 0.34411532038322934,
+    "eval_iou_human-rider": 0.8785591660530574,
+    "eval_iou_nature-terrain": 0.933896168148231,
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+    "eval_iou_object-pole": 0.3497591856478853,
+    "eval_iou_object-trafficlight": 0.8364911999593896,
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+    "eval_iou_unlabeled": 0.0,
+    "eval_iou_vehicle-bicycle": 0.0,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.0,
+    "eval_iou_vehicle-caravan": 0.030249110320284697,
+    "eval_iou_vehicle-cartrailer": 0.7283075349742347,
+    "eval_iou_vehicle-motorcycle": 0.6862138943380911,
+    "eval_iou_vehicle-tramtrain": 0.0,
+    "eval_iou_vehicle-truck": 0.6854179761156506,
+    "eval_iou_void-dynamic": 0.25982348660969884,
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+    "eval_loss": 0.6342570185661316,
+    "eval_mean_accuracy": 0.45535140697354554,
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+    "eval_runtime": 20.4659,
+    "eval_samples_per_second": 7.329,
+    "eval_steps_per_second": 0.928
+}

runs/Nov03_11-38-18_67ed50c70e15/events.out.tfevents.1730646193.67ed50c70e15.2775701.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3ae75fe7ea64033773880995dd3265787374303435bcae24a872c735c5cce16
+size 5087

train_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 93.45794392523365,
+    "total_flos": 1.0261091145294545e+19,
+    "train_loss": 0.3067209461212158,
+    "train_runtime": 12243.6456,
+    "train_samples_per_second": 6.534,
+    "train_steps_per_second": 0.817
+}