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: 0.5453
 - Mean Iou: 0.3123

all_results.json

@@ -0,0 +1,84 @@
+{
+    "epoch": 93.47,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8731545281622127,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.5908098994248041,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": 0.0,
+    "eval_accuracy_construction-wall": 0.7142088436514308,
+    "eval_accuracy_flat-crosswalk": 0.6663438271969243,
+    "eval_accuracy_flat-curb": 0.5713658254211698,
+    "eval_accuracy_flat-cyclinglane": 0.7911117658179605,
+    "eval_accuracy_flat-parkingdriveway": 0.32085984260807165,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.822013463549225,
+    "eval_accuracy_flat-sidewalk": 0.9387088036570839,
+    "eval_accuracy_human-person": 0.5995787952622154,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.850197138620557,
+    "eval_accuracy_nature-vegetation": 0.9238141944158346,
+    "eval_accuracy_object-pole": 0.32346223755391396,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.9658772195657013,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.6231987914471645,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.9403941424712245,
+    "eval_accuracy_vehicle-caravan": 0.0,
+    "eval_accuracy_vehicle-cartrailer": 0.0,
+    "eval_accuracy_vehicle-motorcycle": 0.0,
+    "eval_accuracy_vehicle-tramtrain": NaN,
+    "eval_accuracy_vehicle-truck": 0.0,
+    "eval_accuracy_void-dynamic": 0.3316642697407555,
+    "eval_accuracy_void-ground": 0.0,
+    "eval_accuracy_void-static": 0.38156721688158474,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6910971211026578,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.46359251328782536,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": 0.0,
+    "eval_iou_construction-wall": 0.5184068580146918,
+    "eval_iou_flat-crosswalk": 0.6312126690779418,
+    "eval_iou_flat-curb": 0.3999903076405037,
+    "eval_iou_flat-cyclinglane": 0.6781776572247893,
+    "eval_iou_flat-parkingdriveway": 0.28273238212654417,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.704789618321404,
+    "eval_iou_flat-sidewalk": 0.83028632052498,
+    "eval_iou_human-person": 0.4140279178387559,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7294818365653531,
+    "eval_iou_nature-vegetation": 0.8468200561854832,
+    "eval_iou_object-pole": 0.20865709718207087,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9214973070477311,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.32069566950715106,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.8090832857193117,
+    "eval_iou_vehicle-caravan": 0.0,
+    "eval_iou_vehicle-cartrailer": 0.0,
+    "eval_iou_vehicle-motorcycle": 0.0,
+    "eval_iou_vehicle-tramtrain": NaN,
+    "eval_iou_vehicle-truck": 0.0,
+    "eval_iou_void-dynamic": 0.26880335882148326,
+    "eval_iou_void-ground": 0.0,
+    "eval_iou_void-static": 0.27333292036129153,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.5453373193740845,
+    "eval_mean_accuracy": 0.3821353376702448,
+    "eval_mean_iou": 0.31227140301718653,
+    "eval_overall_accuracy": 0.8406088239014577,
+    "eval_runtime": 17.7353,
+    "eval_samples_per_second": 8.458,
+    "eval_steps_per_second": 1.071,
+    "train_loss": 5.709506931119937e-05,
+    "train_runtime": 20.2493,
+    "train_samples_per_second": 3950.756,
+    "train_steps_per_second": 493.844
+}

eval_results.json

@@ -0,0 +1,80 @@
+{
+    "epoch": 93.47,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8731545281622127,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.5908098994248041,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": 0.0,
+    "eval_accuracy_construction-wall": 0.7142088436514308,
+    "eval_accuracy_flat-crosswalk": 0.6663438271969243,
+    "eval_accuracy_flat-curb": 0.5713658254211698,
+    "eval_accuracy_flat-cyclinglane": 0.7911117658179605,
+    "eval_accuracy_flat-parkingdriveway": 0.32085984260807165,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.822013463549225,
+    "eval_accuracy_flat-sidewalk": 0.9387088036570839,
+    "eval_accuracy_human-person": 0.5995787952622154,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.850197138620557,
+    "eval_accuracy_nature-vegetation": 0.9238141944158346,
+    "eval_accuracy_object-pole": 0.32346223755391396,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.9658772195657013,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.6231987914471645,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.9403941424712245,
+    "eval_accuracy_vehicle-caravan": 0.0,
+    "eval_accuracy_vehicle-cartrailer": 0.0,
+    "eval_accuracy_vehicle-motorcycle": 0.0,
+    "eval_accuracy_vehicle-tramtrain": NaN,
+    "eval_accuracy_vehicle-truck": 0.0,
+    "eval_accuracy_void-dynamic": 0.3316642697407555,
+    "eval_accuracy_void-ground": 0.0,
+    "eval_accuracy_void-static": 0.38156721688158474,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6910971211026578,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.46359251328782536,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": 0.0,
+    "eval_iou_construction-wall": 0.5184068580146918,
+    "eval_iou_flat-crosswalk": 0.6312126690779418,
+    "eval_iou_flat-curb": 0.3999903076405037,
+    "eval_iou_flat-cyclinglane": 0.6781776572247893,
+    "eval_iou_flat-parkingdriveway": 0.28273238212654417,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.704789618321404,
+    "eval_iou_flat-sidewalk": 0.83028632052498,
+    "eval_iou_human-person": 0.4140279178387559,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7294818365653531,
+    "eval_iou_nature-vegetation": 0.8468200561854832,
+    "eval_iou_object-pole": 0.20865709718207087,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9214973070477311,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.32069566950715106,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.8090832857193117,
+    "eval_iou_vehicle-caravan": 0.0,
+    "eval_iou_vehicle-cartrailer": 0.0,
+    "eval_iou_vehicle-motorcycle": 0.0,
+    "eval_iou_vehicle-tramtrain": NaN,
+    "eval_iou_vehicle-truck": 0.0,
+    "eval_iou_void-dynamic": 0.26880335882148326,
+    "eval_iou_void-ground": 0.0,
+    "eval_iou_void-static": 0.27333292036129153,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.5453373193740845,
+    "eval_mean_accuracy": 0.3821353376702448,
+    "eval_mean_iou": 0.31227140301718653,
+    "eval_overall_accuracy": 0.8406088239014577,
+    "eval_runtime": 17.7353,
+    "eval_samples_per_second": 8.458,
+    "eval_steps_per_second": 1.071
+}

train_results.json

@@ -0,0 +1,7 @@
+{
+    "epoch": 93.47,
+    "train_loss": 5.709506931119937e-05,
+    "train_runtime": 20.2493,
+    "train_samples_per_second": 3950.756,
+    "train_steps_per_second": 493.844
+}