End of training

README.md

@@ -2,6 +2,8 @@
 license: other
 base_model: nvidia/mit-b0
 tags:
+- image-segmentation
+- vision
 - generated_from_trainer
 model-index:
 - name: segformer-finetuned-sidewalk-10k-steps
@@ -13,7 +15,7 @@ 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-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
+This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
 It achieves the following results on the evaluation set:
 - Loss: 0.6095
 - Mean Iou: 0.2881

all_results.json

@@ -0,0 +1,85 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8510793987143194,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.43553329484478753,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": NaN,
+    "eval_accuracy_construction-wall": 0.5804416362841082,
+    "eval_accuracy_flat-crosswalk": 0.13403252188973347,
+    "eval_accuracy_flat-curb": 0.5390504661400166,
+    "eval_accuracy_flat-cyclinglane": 0.8680834947861686,
+    "eval_accuracy_flat-parkingdriveway": 0.25551587379885954,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.770527800169658,
+    "eval_accuracy_flat-sidewalk": 0.949804828068962,
+    "eval_accuracy_human-person": 0.785823485007073,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.8312930439139324,
+    "eval_accuracy_nature-vegetation": 0.9126009280522723,
+    "eval_accuracy_object-pole": 0.39308773262438285,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.963329157540998,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.8709531477274386,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.923415623703999,
+    "eval_accuracy_vehicle-caravan": 0.0,
+    "eval_accuracy_vehicle-cartrailer": 0.0,
+    "eval_accuracy_vehicle-motorcycle": 0.0,
+    "eval_accuracy_vehicle-tramtrain": 0.0,
+    "eval_accuracy_vehicle-truck": 0.0,
+    "eval_accuracy_void-dynamic": 0.020909881193856852,
+    "eval_accuracy_void-ground": 0.0,
+    "eval_accuracy_void-static": 0.26084431100205413,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6783557895434434,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.3552586194676885,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": NaN,
+    "eval_iou_construction-wall": 0.35763422389415633,
+    "eval_iou_flat-crosswalk": 0.0904561901125475,
+    "eval_iou_flat-curb": 0.3765570053063123,
+    "eval_iou_flat-cyclinglane": 0.6850747150856555,
+    "eval_iou_flat-parkingdriveway": 0.20428000832907414,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.6843819945194065,
+    "eval_iou_flat-sidewalk": 0.8516138130941696,
+    "eval_iou_human-person": 0.5327100794261707,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7180414490948654,
+    "eval_iou_nature-vegetation": 0.8159550886691752,
+    "eval_iou_object-pole": 0.27184105649761664,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9226981372435383,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.6814294359673129,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.7629724430050836,
+    "eval_iou_vehicle-caravan": 0.0,
+    "eval_iou_vehicle-cartrailer": 0.0,
+    "eval_iou_vehicle-motorcycle": 0.0,
+    "eval_iou_vehicle-tramtrain": 0.0,
+    "eval_iou_vehicle-truck": 0.0,
+    "eval_iou_void-dynamic": 0.01911583944390285,
+    "eval_iou_void-ground": 0.0,
+    "eval_iou_void-static": 0.2110905699731808,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.6095290184020996,
+    "eval_mean_accuracy": 0.3545727070457069,
+    "eval_mean_iou": 0.2881083268335406,
+    "eval_overall_accuracy": 0.8313296653520362,
+    "eval_runtime": 27.1034,
+    "eval_samples_per_second": 5.534,
+    "eval_steps_per_second": 0.701,
+    "total_flos": 1.3956349825866793e+18,
+    "train_loss": 0.5600480602264404,
+    "train_runtime": 35714.1724,
+    "train_samples_per_second": 2.24,
+    "train_steps_per_second": 0.28
+}

eval_results.json

@@ -0,0 +1,80 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8510793987143194,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.43553329484478753,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": NaN,
+    "eval_accuracy_construction-wall": 0.5804416362841082,
+    "eval_accuracy_flat-crosswalk": 0.13403252188973347,
+    "eval_accuracy_flat-curb": 0.5390504661400166,
+    "eval_accuracy_flat-cyclinglane": 0.8680834947861686,
+    "eval_accuracy_flat-parkingdriveway": 0.25551587379885954,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.770527800169658,
+    "eval_accuracy_flat-sidewalk": 0.949804828068962,
+    "eval_accuracy_human-person": 0.785823485007073,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.8312930439139324,
+    "eval_accuracy_nature-vegetation": 0.9126009280522723,
+    "eval_accuracy_object-pole": 0.39308773262438285,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.963329157540998,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.8709531477274386,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.923415623703999,
+    "eval_accuracy_vehicle-caravan": 0.0,
+    "eval_accuracy_vehicle-cartrailer": 0.0,
+    "eval_accuracy_vehicle-motorcycle": 0.0,
+    "eval_accuracy_vehicle-tramtrain": 0.0,
+    "eval_accuracy_vehicle-truck": 0.0,
+    "eval_accuracy_void-dynamic": 0.020909881193856852,
+    "eval_accuracy_void-ground": 0.0,
+    "eval_accuracy_void-static": 0.26084431100205413,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6783557895434434,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.3552586194676885,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": NaN,
+    "eval_iou_construction-wall": 0.35763422389415633,
+    "eval_iou_flat-crosswalk": 0.0904561901125475,
+    "eval_iou_flat-curb": 0.3765570053063123,
+    "eval_iou_flat-cyclinglane": 0.6850747150856555,
+    "eval_iou_flat-parkingdriveway": 0.20428000832907414,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.6843819945194065,
+    "eval_iou_flat-sidewalk": 0.8516138130941696,
+    "eval_iou_human-person": 0.5327100794261707,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7180414490948654,
+    "eval_iou_nature-vegetation": 0.8159550886691752,
+    "eval_iou_object-pole": 0.27184105649761664,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9226981372435383,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.6814294359673129,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.7629724430050836,
+    "eval_iou_vehicle-caravan": 0.0,
+    "eval_iou_vehicle-cartrailer": 0.0,
+    "eval_iou_vehicle-motorcycle": 0.0,
+    "eval_iou_vehicle-tramtrain": 0.0,
+    "eval_iou_vehicle-truck": 0.0,
+    "eval_iou_void-dynamic": 0.01911583944390285,
+    "eval_iou_void-ground": 0.0,
+    "eval_iou_void-static": 0.2110905699731808,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.6095290184020996,
+    "eval_mean_accuracy": 0.3545727070457069,
+    "eval_mean_iou": 0.2881083268335406,
+    "eval_overall_accuracy": 0.8313296653520362,
+    "eval_runtime": 27.1034,
+    "eval_samples_per_second": 5.534,
+    "eval_steps_per_second": 0.701
+}

train_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 93.45794392523365,
+    "total_flos": 1.3956349825866793e+18,
+    "train_loss": 0.5600480602264404,
+    "train_runtime": 35714.1724,
+    "train_samples_per_second": 2.24,
+    "train_steps_per_second": 0.28
+}