End of training

README.md

@@ -3,6 +3,8 @@ library_name: transformers
 license: other
 base_model: nvidia/mit-b0
 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-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: 0.6345
 - Mean Iou: 0.2878

all_results.json

@@ -0,0 +1,85 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8675936635779277,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.21982105149168876,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": 0.0,
+    "eval_accuracy_construction-wall": 0.5172188794467956,
+    "eval_accuracy_flat-crosswalk": 0.7614884129350621,
+    "eval_accuracy_flat-curb": 0.5735837008896473,
+    "eval_accuracy_flat-cyclinglane": 0.8431991276117029,
+    "eval_accuracy_flat-parkingdriveway": 0.27196709895279014,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.7353905902364454,
+    "eval_accuracy_flat-sidewalk": 0.9328727436883318,
+    "eval_accuracy_human-person": 0.8115904855629306,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.8796084042603014,
+    "eval_accuracy_nature-vegetation": 0.9184962834920714,
+    "eval_accuracy_object-pole": 0.39592815153020705,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.9475998867680362,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.6612811252613572,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.924870967166628,
+    "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": 0.023839698096203673,
+    "eval_accuracy_void-ground": 0.001922542454952051,
+    "eval_accuracy_void-static": 0.1965431260221819,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6759659007169508,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.17726712052133856,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": 0.0,
+    "eval_iou_construction-wall": 0.3655963785035142,
+    "eval_iou_flat-crosswalk": 0.6646307345812233,
+    "eval_iou_flat-curb": 0.3718818218979118,
+    "eval_iou_flat-cyclinglane": 0.549225569470928,
+    "eval_iou_flat-parkingdriveway": 0.23195243196722415,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.685183810080207,
+    "eval_iou_flat-sidewalk": 0.8279266965812699,
+    "eval_iou_human-person": 0.5915368825876949,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7514175031834929,
+    "eval_iou_nature-vegetation": 0.8288245808178969,
+    "eval_iou_object-pole": 0.2362671964370346,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9068878793973183,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.40768918736196874,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.7740971480841937,
+    "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": 0.016940333603498135,
+    "eval_iou_void-ground": 0.0019091245340996388,
+    "eval_iou_void-static": 0.14387247622275054,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.6344665288925171,
+    "eval_mean_accuracy": 0.3589004981076644,
+    "eval_mean_iou": 0.2877835242672036,
+    "eval_overall_accuracy": 0.8218261910752839,
+    "eval_runtime": 9.1679,
+    "eval_samples_per_second": 16.362,
+    "eval_steps_per_second": 2.072,
+    "total_flos": 1.3956349825866793e+18,
+    "train_loss": 0.3193129741668701,
+    "train_runtime": 2628.3012,
+    "train_samples_per_second": 30.438,
+    "train_steps_per_second": 3.805
+}

eval_results.json

@@ -0,0 +1,80 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8675936635779277,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.21982105149168876,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": 0.0,
+    "eval_accuracy_construction-wall": 0.5172188794467956,
+    "eval_accuracy_flat-crosswalk": 0.7614884129350621,
+    "eval_accuracy_flat-curb": 0.5735837008896473,
+    "eval_accuracy_flat-cyclinglane": 0.8431991276117029,
+    "eval_accuracy_flat-parkingdriveway": 0.27196709895279014,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.7353905902364454,
+    "eval_accuracy_flat-sidewalk": 0.9328727436883318,
+    "eval_accuracy_human-person": 0.8115904855629306,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.8796084042603014,
+    "eval_accuracy_nature-vegetation": 0.9184962834920714,
+    "eval_accuracy_object-pole": 0.39592815153020705,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.9475998867680362,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.6612811252613572,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.924870967166628,
+    "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": 0.023839698096203673,
+    "eval_accuracy_void-ground": 0.001922542454952051,
+    "eval_accuracy_void-static": 0.1965431260221819,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6759659007169508,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.17726712052133856,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": 0.0,
+    "eval_iou_construction-wall": 0.3655963785035142,
+    "eval_iou_flat-crosswalk": 0.6646307345812233,
+    "eval_iou_flat-curb": 0.3718818218979118,
+    "eval_iou_flat-cyclinglane": 0.549225569470928,
+    "eval_iou_flat-parkingdriveway": 0.23195243196722415,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.685183810080207,
+    "eval_iou_flat-sidewalk": 0.8279266965812699,
+    "eval_iou_human-person": 0.5915368825876949,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7514175031834929,
+    "eval_iou_nature-vegetation": 0.8288245808178969,
+    "eval_iou_object-pole": 0.2362671964370346,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9068878793973183,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.40768918736196874,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.7740971480841937,
+    "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": 0.016940333603498135,
+    "eval_iou_void-ground": 0.0019091245340996388,
+    "eval_iou_void-static": 0.14387247622275054,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.6344665288925171,
+    "eval_mean_accuracy": 0.3589004981076644,
+    "eval_mean_iou": 0.2877835242672036,
+    "eval_overall_accuracy": 0.8218261910752839,
+    "eval_runtime": 9.1679,
+    "eval_samples_per_second": 16.362,
+    "eval_steps_per_second": 2.072
+}

runs/Nov23_18-37-22_autodl-container-cf8d458da4-d896d7fd/events.out.tfevents.1732360977.autodl-container-cf8d458da4-d896d7fd.5032.1

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0210fce4455be772aa35080ae59ef12671063561a257fbe01fe621643702e61b
+size 5087

train_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 93.45794392523365,
+    "total_flos": 1.3956349825866793e+18,
+    "train_loss": 0.3193129741668701,
+    "train_runtime": 2628.3012,
+    "train_samples_per_second": 30.438,
+    "train_steps_per_second": 3.805
+}