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: 0.6392
 - Mean Iou: 0.2886

all_results.json

@@ -0,0 +1,85 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8225724169993025,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.3548343629503711,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": NaN,
+    "eval_accuracy_construction-wall": 0.5230461067389454,
+    "eval_accuracy_flat-crosswalk": 0.7580925521423766,
+    "eval_accuracy_flat-curb": 0.39669525246805554,
+    "eval_accuracy_flat-cyclinglane": 0.8054478599269287,
+    "eval_accuracy_flat-parkingdriveway": 0.30028796707050903,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.7238408954354614,
+    "eval_accuracy_flat-sidewalk": 0.9384930848620462,
+    "eval_accuracy_human-person": 0.68292709839014,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.8618481334025734,
+    "eval_accuracy_nature-vegetation": 0.9101847872797594,
+    "eval_accuracy_object-pole": 0.44277302373684296,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.9672390988352273,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.6017086244436477,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.9452064743616628,
+    "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": 0.027073084466737403,
+    "eval_accuracy_void-ground": 0.0,
+    "eval_accuracy_void-static": 0.3487384982682225,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6691864159066419,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.27506194980378545,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": NaN,
+    "eval_iou_construction-wall": 0.3465109677295188,
+    "eval_iou_flat-crosswalk": 0.5049188177158467,
+    "eval_iou_flat-curb": 0.2853901268748744,
+    "eval_iou_flat-cyclinglane": 0.5663818222515387,
+    "eval_iou_flat-parkingdriveway": 0.2521950577320705,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.6173657942309204,
+    "eval_iou_flat-sidewalk": 0.8440273938796649,
+    "eval_iou_human-person": 0.4224287966584082,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7310425194938929,
+    "eval_iou_nature-vegetation": 0.8288859393067196,
+    "eval_iou_object-pole": 0.2844372720219802,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9219968076865086,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.34418046316210676,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.7668430074562734,
+    "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": 0.025692141825504992,
+    "eval_iou_void-ground": 0.0,
+    "eval_iou_void-static": 0.26037359520780323,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.6392186284065247,
+    "eval_mean_accuracy": 0.3680970748960906,
+    "eval_mean_iou": 0.28861028674013095,
+    "eval_overall_accuracy": 0.8203581607686691,
+    "eval_runtime": 5.1822,
+    "eval_samples_per_second": 28.945,
+    "eval_steps_per_second": 3.666,
+    "total_flos": 1.3956349825866793e+18,
+    "train_loss": 0.5623650379180908,
+    "train_runtime": 2433.4879,
+    "train_samples_per_second": 32.875,
+    "train_steps_per_second": 4.109
+}

eval_results.json

@@ -0,0 +1,80 @@
+{
+    "epoch": 93.45794392523365,
+    "eval_accuracy_construction-bridge": 0.0,
+    "eval_accuracy_construction-building": 0.8225724169993025,
+    "eval_accuracy_construction-door": 0.0,
+    "eval_accuracy_construction-fenceguardrail": 0.3548343629503711,
+    "eval_accuracy_construction-stairs": 0.0,
+    "eval_accuracy_construction-tunnel": NaN,
+    "eval_accuracy_construction-wall": 0.5230461067389454,
+    "eval_accuracy_flat-crosswalk": 0.7580925521423766,
+    "eval_accuracy_flat-curb": 0.39669525246805554,
+    "eval_accuracy_flat-cyclinglane": 0.8054478599269287,
+    "eval_accuracy_flat-parkingdriveway": 0.30028796707050903,
+    "eval_accuracy_flat-railtrack": NaN,
+    "eval_accuracy_flat-road": 0.7238408954354614,
+    "eval_accuracy_flat-sidewalk": 0.9384930848620462,
+    "eval_accuracy_human-person": 0.68292709839014,
+    "eval_accuracy_human-rider": 0.0,
+    "eval_accuracy_nature-terrain": 0.8618481334025734,
+    "eval_accuracy_nature-vegetation": 0.9101847872797594,
+    "eval_accuracy_object-pole": 0.44277302373684296,
+    "eval_accuracy_object-trafficlight": 0.0,
+    "eval_accuracy_object-trafficsign": 0.0,
+    "eval_accuracy_sky": 0.9672390988352273,
+    "eval_accuracy_unlabeled": NaN,
+    "eval_accuracy_vehicle-bicycle": 0.6017086244436477,
+    "eval_accuracy_vehicle-bus": 0.0,
+    "eval_accuracy_vehicle-car": 0.9452064743616628,
+    "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": 0.027073084466737403,
+    "eval_accuracy_void-ground": 0.0,
+    "eval_accuracy_void-static": 0.3487384982682225,
+    "eval_accuracy_void-unclear": 0.0,
+    "eval_iou_construction-bridge": 0.0,
+    "eval_iou_construction-building": 0.6691864159066419,
+    "eval_iou_construction-door": 0.0,
+    "eval_iou_construction-fenceguardrail": 0.27506194980378545,
+    "eval_iou_construction-stairs": 0.0,
+    "eval_iou_construction-tunnel": NaN,
+    "eval_iou_construction-wall": 0.3465109677295188,
+    "eval_iou_flat-crosswalk": 0.5049188177158467,
+    "eval_iou_flat-curb": 0.2853901268748744,
+    "eval_iou_flat-cyclinglane": 0.5663818222515387,
+    "eval_iou_flat-parkingdriveway": 0.2521950577320705,
+    "eval_iou_flat-railtrack": NaN,
+    "eval_iou_flat-road": 0.6173657942309204,
+    "eval_iou_flat-sidewalk": 0.8440273938796649,
+    "eval_iou_human-person": 0.4224287966584082,
+    "eval_iou_human-rider": 0.0,
+    "eval_iou_nature-terrain": 0.7310425194938929,
+    "eval_iou_nature-vegetation": 0.8288859393067196,
+    "eval_iou_object-pole": 0.2844372720219802,
+    "eval_iou_object-trafficlight": 0.0,
+    "eval_iou_object-trafficsign": 0.0,
+    "eval_iou_sky": 0.9219968076865086,
+    "eval_iou_unlabeled": NaN,
+    "eval_iou_vehicle-bicycle": 0.34418046316210676,
+    "eval_iou_vehicle-bus": 0.0,
+    "eval_iou_vehicle-car": 0.7668430074562734,
+    "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": 0.025692141825504992,
+    "eval_iou_void-ground": 0.0,
+    "eval_iou_void-static": 0.26037359520780323,
+    "eval_iou_void-unclear": 0.0,
+    "eval_loss": 0.6392186284065247,
+    "eval_mean_accuracy": 0.3680970748960906,
+    "eval_mean_iou": 0.28861028674013095,
+    "eval_overall_accuracy": 0.8203581607686691,
+    "eval_runtime": 5.1822,
+    "eval_samples_per_second": 28.945,
+    "eval_steps_per_second": 3.666
+}

train_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 93.45794392523365,
+    "total_flos": 1.3956349825866793e+18,
+    "train_loss": 0.5623650379180908,
+    "train_runtime": 2433.4879,
+    "train_samples_per_second": 32.875,
+    "train_steps_per_second": 4.109
+}