nomsgadded
commited on
Commit
·
e2c4b1e
1
Parent(s):
5242ac0
End of training
Browse files- README.md +78 -1
- all_results.json +37 -37
- eval_results.json +33 -33
- train_results.json +4 -4
- trainer_state.json +4 -4
README.md
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license: other
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base_model: nvidia/mit-b0
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tags:
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- generated_from_trainer
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model-index:
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- name: Segments
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@@ -13,7 +15,82 @@ should probably proofread and complete it, then remove this comment. -->
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# Segments
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on
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## Model description
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license: other
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base_model: nvidia/mit-b0
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tags:
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+
- image-segmentation
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- vision
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- generated_from_trainer
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model-index:
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- name: Segments
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# Segments
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the segments/sidewalk-semantic dataset.
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It achieves the following results on the evaluation set:
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- Loss: 2.1185
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- Mean Iou: 0.1084
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- Mean Accuracy: 0.1536
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- Overall Accuracy: 0.6679
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- Accuracy Unlabeled: nan
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- Accuracy Flat-road: 0.6740
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- Accuracy Flat-sidewalk: 0.8668
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- Accuracy Flat-crosswalk: 0.0001
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- Accuracy Flat-cyclinglane: 0.0870
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- Accuracy Flat-parkingdriveway: 0.0001
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- Accuracy Flat-railtrack: 0.0
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- Accuracy Flat-curb: 0.0007
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- Accuracy Human-person: 0.0
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- Accuracy Human-rider: 0.0
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- Accuracy Vehicle-car: 0.9266
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- Accuracy Vehicle-truck: 0.0
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- Accuracy Vehicle-bus: 0.0
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- Accuracy Vehicle-tramtrain: 0.0
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- Accuracy Vehicle-motorcycle: 0.0
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- Accuracy Vehicle-bicycle: 0.0
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- Accuracy Vehicle-caravan: 0.0
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- Accuracy Vehicle-cartrailer: 0.0
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- Accuracy Construction-building: 0.7036
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- Accuracy Construction-door: 0.0
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- Accuracy Construction-wall: 0.0
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- Accuracy Construction-fenceguardrail: 0.0
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- Accuracy Construction-bridge: 0.0
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- Accuracy Construction-tunnel: 0.0
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- Accuracy Construction-stairs: 0.0
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- Accuracy Object-pole: 0.0
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- Accuracy Object-trafficsign: 0.0
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- Accuracy Object-trafficlight: 0.0
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- Accuracy Nature-vegetation: 0.9530
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- Accuracy Nature-terrain: 0.4183
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- Accuracy Sky: 0.5933
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- Accuracy Void-ground: 0.0
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- Accuracy Void-dynamic: 0.0
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- Accuracy Void-static: 0.0
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- Accuracy Void-unclear: 0.0
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- Iou Unlabeled: nan
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- Iou Flat-road: 0.4333
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- Iou Flat-sidewalk: 0.7165
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- Iou Flat-crosswalk: 0.0001
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- Iou Flat-cyclinglane: 0.0836
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- Iou Flat-parkingdriveway: 0.0001
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- Iou Flat-railtrack: 0.0
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- Iou Flat-curb: 0.0007
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- Iou Human-person: 0.0
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- Iou Human-rider: 0.0
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- Iou Vehicle-car: 0.4412
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- Iou Vehicle-truck: 0.0
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- Iou Vehicle-bus: 0.0
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- Iou Vehicle-tramtrain: 0.0
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- Iou Vehicle-motorcycle: 0.0
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- Iou Vehicle-bicycle: 0.0
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- Iou Vehicle-caravan: 0.0
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- Iou Vehicle-cartrailer: 0.0
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- Iou Construction-building: 0.4313
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- Iou Construction-door: 0.0
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- Iou Construction-wall: 0.0
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- Iou Construction-fenceguardrail: 0.0
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- Iou Construction-bridge: 0.0
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- Iou Construction-tunnel: 0.0
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- Iou Construction-stairs: 0.0
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- Iou Object-pole: 0.0
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- Iou Object-trafficsign: 0.0
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- Iou Object-trafficlight: 0.0
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- Iou Nature-vegetation: 0.6259
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- Iou Nature-terrain: 0.3698
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- Iou Sky: 0.5848
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- Iou Void-ground: 0.0
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- Iou Void-dynamic: 0.0
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- Iou Void-static: 0.0
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- Iou Void-unclear: 0.0
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## Model description
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all_results.json
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{
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"epoch": 2.97,
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"eval_accuracy_construction-bridge": 0.0,
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-
"eval_accuracy_construction-building": 0.
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"eval_accuracy_construction-door": 0.0,
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"eval_accuracy_construction-fenceguardrail": 0.0,
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"eval_accuracy_construction-stairs": 0.0,
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"eval_accuracy_construction-tunnel": 0.0,
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"eval_accuracy_construction-wall": 0.0,
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"eval_accuracy_flat-crosswalk":
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"eval_accuracy_flat-curb": 0.
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"eval_accuracy_flat-cyclinglane": 0.
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"eval_accuracy_flat-parkingdriveway":
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"eval_accuracy_flat-railtrack":
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"eval_accuracy_flat-road": 0.
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"eval_accuracy_flat-sidewalk": 0.
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"eval_accuracy_human-person": 0.0,
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"eval_accuracy_human-rider": 0.0,
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"eval_accuracy_nature-terrain": 0.
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"eval_accuracy_nature-vegetation": 0.
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"eval_accuracy_object-pole": 0.0,
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"eval_accuracy_object-trafficlight": 0.0,
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"eval_accuracy_object-trafficsign": 0.0,
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"eval_accuracy_sky": 0.
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"eval_accuracy_unlabeled": NaN,
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"eval_accuracy_vehicle-bicycle": 0.0,
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"eval_accuracy_vehicle-bus":
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"eval_accuracy_vehicle-car": 0.
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"eval_accuracy_vehicle-caravan": 0.0,
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"eval_accuracy_vehicle-cartrailer": 0.0,
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"eval_accuracy_vehicle-motorcycle": 0.0,
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"eval_accuracy_void-static": 0.0,
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"eval_accuracy_void-unclear": 0.0,
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"eval_iou_construction-bridge": 0.0,
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"eval_iou_construction-building": 0.
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"eval_iou_construction-door": 0.0,
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"eval_iou_construction-fenceguardrail": 0.0,
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"eval_iou_construction-stairs": 0.0,
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"eval_iou_construction-tunnel": 0.0,
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"eval_iou_construction-wall": 0.0,
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"eval_iou_flat-crosswalk":
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"eval_iou_flat-curb": 0.
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"eval_iou_flat-cyclinglane": 0.
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"eval_iou_flat-parkingdriveway":
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"eval_iou_flat-railtrack":
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"eval_iou_flat-road": 0.
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"eval_iou_flat-sidewalk": 0.
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"eval_iou_human-person": 0.0,
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"eval_iou_human-rider": 0.0,
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-
"eval_iou_nature-terrain": 0.
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"eval_iou_nature-vegetation": 0.
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"eval_iou_object-pole": 0.0,
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"eval_iou_object-trafficlight": 0.0,
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"eval_iou_object-trafficsign": 0.0,
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-
"eval_iou_sky": 0.
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"eval_iou_unlabeled": NaN,
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"eval_iou_vehicle-bicycle": 0.0,
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-
"eval_iou_vehicle-bus":
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"eval_iou_vehicle-car": 0.
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"eval_iou_vehicle-caravan": 0.0,
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"eval_iou_vehicle-cartrailer": 0.0,
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"eval_iou_vehicle-motorcycle": 0.0,
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"eval_iou_void-ground": 0.0,
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"eval_iou_void-static": 0.0,
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"eval_iou_void-unclear": 0.0,
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"eval_loss": 2.
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"eval_mean_accuracy": 0.
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"eval_mean_iou": 0.
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"eval_overall_accuracy": 0.
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"eval_runtime":
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"eval_samples_per_second": 0.
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"eval_steps_per_second": 0.
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"train_loss": 2.
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"train_runtime":
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"train_samples_per_second": 8.
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"train_steps_per_second": 0.
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}
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{
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"epoch": 2.97,
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"eval_accuracy_construction-bridge": 0.0,
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"eval_accuracy_construction-building": 0.7035506330043451,
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"eval_accuracy_construction-door": 0.0,
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"eval_accuracy_construction-fenceguardrail": 0.0,
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"eval_accuracy_construction-stairs": 0.0,
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"eval_accuracy_construction-tunnel": 0.0,
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"eval_accuracy_construction-wall": 0.0,
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"eval_accuracy_flat-crosswalk": 8.426410054392477e-05,
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"eval_accuracy_flat-curb": 0.0007357904201756834,
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"eval_accuracy_flat-cyclinglane": 0.08699865534842945,
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"eval_accuracy_flat-parkingdriveway": 6.919385369007031e-05,
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"eval_accuracy_flat-railtrack": 0.0,
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"eval_accuracy_flat-road": 0.6740166748988796,
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"eval_accuracy_flat-sidewalk": 0.8668004812182762,
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"eval_accuracy_human-person": 0.0,
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"eval_accuracy_human-rider": 0.0,
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"eval_accuracy_nature-terrain": 0.4182590359913794,
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"eval_accuracy_nature-vegetation": 0.9529851601513311,
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"eval_accuracy_object-pole": 0.0,
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"eval_accuracy_object-trafficlight": 0.0,
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"eval_accuracy_object-trafficsign": 0.0,
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"eval_accuracy_sky": 0.5933023385372094,
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"eval_accuracy_unlabeled": NaN,
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"eval_accuracy_vehicle-bicycle": 0.0,
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"eval_accuracy_vehicle-bus": 0.0,
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"eval_accuracy_vehicle-car": 0.9265745684638771,
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"eval_accuracy_vehicle-caravan": 0.0,
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"eval_accuracy_vehicle-cartrailer": 0.0,
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"eval_accuracy_vehicle-motorcycle": 0.0,
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"eval_accuracy_void-static": 0.0,
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"eval_accuracy_void-unclear": 0.0,
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"eval_iou_construction-bridge": 0.0,
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"eval_iou_construction-building": 0.4312674208193846,
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"eval_iou_construction-door": 0.0,
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"eval_iou_construction-fenceguardrail": 0.0,
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"eval_iou_construction-stairs": 0.0,
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"eval_iou_construction-tunnel": 0.0,
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"eval_iou_construction-wall": 0.0,
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"eval_iou_flat-crosswalk": 8.382756669530775e-05,
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"eval_iou_flat-curb": 0.0007307716451126537,
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"eval_iou_flat-cyclinglane": 0.0835550814641067,
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"eval_iou_flat-parkingdriveway": 6.917647772327892e-05,
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"eval_iou_flat-railtrack": 0.0,
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"eval_iou_flat-road": 0.43331776986555265,
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"eval_iou_flat-sidewalk": 0.7165189935846752,
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"eval_iou_human-person": 0.0,
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"eval_iou_human-rider": 0.0,
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"eval_iou_nature-terrain": 0.3697973625267541,
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"eval_iou_nature-vegetation": 0.6259036551430714,
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"eval_iou_object-pole": 0.0,
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"eval_iou_object-trafficlight": 0.0,
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"eval_iou_object-trafficsign": 0.0,
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"eval_iou_sky": 0.5847742490169623,
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"eval_iou_unlabeled": NaN,
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"eval_iou_vehicle-bicycle": 0.0,
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"eval_iou_vehicle-bus": 0.0,
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"eval_iou_vehicle-car": 0.44117848851068603,
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"eval_iou_vehicle-caravan": 0.0,
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"eval_iou_vehicle-cartrailer": 0.0,
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"eval_iou_vehicle-motorcycle": 0.0,
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"eval_iou_void-ground": 0.0,
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"eval_iou_void-static": 0.0,
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"eval_iou_void-unclear": 0.0,
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"eval_loss": 2.1185054779052734,
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"eval_mean_accuracy": 0.15362872929376872,
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"eval_mean_iou": 0.10844696460649189,
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"eval_overall_accuracy": 0.6678848020438646,
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"eval_runtime": 175.7551,
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"eval_samples_per_second": 0.853,
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"eval_steps_per_second": 0.108,
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"train_loss": 2.5530455007493122,
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"train_runtime": 302.3975,
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"train_samples_per_second": 8.433,
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"train_steps_per_second": 0.526
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}
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eval_results.json
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{
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"epoch": 2.97,
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"eval_accuracy_construction-bridge": 0.0,
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"eval_accuracy_construction-building": 0.
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"eval_accuracy_construction-door": 0.0,
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"eval_accuracy_construction-fenceguardrail": 0.0,
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"eval_accuracy_construction-stairs": 0.0,
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"eval_accuracy_construction-tunnel": 0.0,
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"eval_accuracy_construction-wall": 0.0,
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"eval_accuracy_flat-crosswalk":
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"eval_accuracy_flat-curb": 0.
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"eval_accuracy_flat-cyclinglane": 0.
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"eval_accuracy_flat-parkingdriveway":
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"eval_accuracy_flat-railtrack":
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"eval_accuracy_flat-road": 0.
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"eval_accuracy_flat-sidewalk": 0.
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"eval_accuracy_human-person": 0.0,
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"eval_accuracy_human-rider": 0.0,
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-
"eval_accuracy_nature-terrain": 0.
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"eval_accuracy_nature-vegetation": 0.
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"eval_accuracy_object-pole": 0.0,
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"eval_accuracy_object-trafficlight": 0.0,
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"eval_accuracy_object-trafficsign": 0.0,
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-
"eval_accuracy_sky": 0.
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"eval_accuracy_unlabeled": NaN,
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"eval_accuracy_vehicle-bicycle": 0.0,
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"eval_accuracy_vehicle-bus":
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"eval_accuracy_vehicle-car": 0.
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"eval_accuracy_vehicle-caravan": 0.0,
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"eval_accuracy_vehicle-cartrailer": 0.0,
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"eval_accuracy_vehicle-motorcycle": 0.0,
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"eval_accuracy_void-static": 0.0,
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"eval_accuracy_void-unclear": 0.0,
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"eval_iou_construction-bridge": 0.0,
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"eval_iou_construction-building": 0.
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"eval_iou_construction-door": 0.0,
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"eval_iou_construction-fenceguardrail": 0.0,
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"eval_iou_construction-stairs": 0.0,
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"eval_iou_construction-tunnel": 0.0,
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"eval_iou_construction-wall": 0.0,
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"eval_iou_flat-crosswalk":
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"eval_iou_flat-curb": 0.
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"eval_iou_flat-cyclinglane": 0.
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"eval_iou_flat-parkingdriveway":
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"eval_iou_flat-railtrack":
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"eval_iou_flat-road": 0.
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"eval_iou_flat-sidewalk": 0.
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"eval_iou_human-person": 0.0,
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"eval_iou_human-rider": 0.0,
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"eval_iou_nature-terrain": 0.
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"eval_iou_nature-vegetation": 0.
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"eval_iou_object-pole": 0.0,
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"eval_iou_object-trafficlight": 0.0,
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"eval_iou_object-trafficsign": 0.0,
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"eval_iou_sky": 0.
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"eval_iou_unlabeled": NaN,
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"eval_iou_vehicle-bicycle": 0.0,
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"eval_iou_vehicle-bus":
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"eval_iou_vehicle-car": 0.
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"eval_iou_vehicle-caravan": 0.0,
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"eval_iou_vehicle-cartrailer": 0.0,
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"eval_iou_vehicle-motorcycle": 0.0,
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@@ -70,11 +70,11 @@
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|
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"eval_iou_void-ground": 0.0,
|
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|
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75 |
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76 |
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|
77 |
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"eval_runtime":
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78 |
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79 |
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|
80 |
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|
1 |
{
|
2 |
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|
3 |
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4 |
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"eval_accuracy_construction-building": 0.7035506330043451,
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5 |
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|
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|
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10 |
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"eval_accuracy_flat-crosswalk": 8.426410054392477e-05,
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11 |
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"eval_accuracy_flat-curb": 0.0007357904201756834,
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12 |
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"eval_accuracy_flat-cyclinglane": 0.08699865534842945,
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14 |
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"eval_accuracy_flat-road": 0.6740166748988796,
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|
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|
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|
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|
24 |
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"eval_accuracy_sky": 0.5933023385372094,
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|
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|
27 |
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"eval_accuracy_vehicle-bus": 0.0,
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28 |
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"eval_accuracy_vehicle-car": 0.9265745684638771,
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|
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|
|
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|
37 |
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|
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|
39 |
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"eval_iou_construction-building": 0.4312674208193846,
|
40 |
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|
41 |
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|
42 |
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|
43 |
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|
44 |
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|
45 |
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"eval_iou_flat-crosswalk": 8.382756669530775e-05,
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46 |
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47 |
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49 |
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50 |
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"eval_iou_flat-road": 0.43331776986555265,
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|
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|
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|
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|
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|
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|
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|
62 |
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|
63 |
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"eval_iou_vehicle-car": 0.44117848851068603,
|
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|
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|
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|
|
70 |
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|
71 |
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|
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|
73 |
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"eval_samples_per_second": 0.853,
|
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|
80 |
}
|
train_results.json
CHANGED
@@ -1,7 +1,7 @@
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|
1 |
{
|
2 |
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|
3 |
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"train_loss": 2.
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4 |
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"train_runtime":
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5 |
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"train_samples_per_second": 8.
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6 |
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"train_steps_per_second": 0.
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7 |
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|
|
1 |
{
|
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3 |
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5 |
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"train_samples_per_second": 8.433,
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6 |
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"train_steps_per_second": 0.526
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7 |
}
|
trainer_state.json
CHANGED
@@ -12,10 +12,10 @@
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|
12 |
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|
13 |
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|
14 |
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|
15 |
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"train_samples_per_second": 8.
|
18 |
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"train_steps_per_second": 0.
|
19 |
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|
20 |
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|
21 |
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|
|
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|
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|
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|
18 |
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|
19 |
}
|
20 |
],
|
21 |
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