End of training
Browse files- README.md +78 -1
- all_results.json +84 -0
- eval_results.json +80 -0
- runs/Dec29_22-11-04_Emanuele/events.out.tfevents.1703884511.Emanuele.5592.1 +3 -0
- train_results.json +7 -0
- trainer_state.json +111 -0
README.md
CHANGED
@@ -2,6 +2,8 @@
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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: segformer-finetuned-fingertip-10-steps
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# segformer-finetuned-fingertip-10-steps
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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: segformer-finetuned-fingertip-10-steps
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# segformer-finetuned-fingertip-10-steps
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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: 3.5204
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- Mean Iou: 0.0132
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- Mean Accuracy: 0.0688
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- Overall Accuracy: 0.0956
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- Accuracy Unlabeled: nan
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- Accuracy Flat-road: 0.0201
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- Accuracy Flat-sidewalk: 0.1177
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- Accuracy Flat-crosswalk: 0.0014
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- Accuracy Flat-cyclinglane: 0.4426
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- Accuracy Flat-parkingdriveway: 0.0021
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- Accuracy Flat-railtrack: nan
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- Accuracy Flat-curb: 0.0008
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- Accuracy Human-person: 0.0010
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- Accuracy Human-rider: 0.0077
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- Accuracy Vehicle-car: 0.1566
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- Accuracy Vehicle-truck: 0.0040
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- Accuracy Vehicle-bus: 0.0
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- Accuracy Vehicle-tramtrain: nan
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- Accuracy Vehicle-motorcycle: 0.5317
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- Accuracy Vehicle-bicycle: 0.0892
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- Accuracy Vehicle-caravan: 0.0
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- Accuracy Vehicle-cartrailer: nan
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- Accuracy Construction-building: 0.0578
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- Accuracy Construction-door: 0.0682
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- Accuracy Construction-wall: 0.0002
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- Accuracy Construction-fenceguardrail: 0.0000
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- Accuracy Construction-bridge: 0.0
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- Accuracy Construction-tunnel: nan
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- Accuracy Construction-stairs: 0.0055
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- Accuracy Object-pole: 0.0162
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- Accuracy Object-trafficsign: 0.0
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- Accuracy Object-trafficlight: 0.3811
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- Accuracy Nature-vegetation: 0.0756
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- Accuracy Nature-terrain: 0.0010
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- Accuracy Sky: 0.0038
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- Accuracy Void-ground: 0.0400
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- Accuracy Void-dynamic: 0.0002
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- Accuracy Void-static: 0.0386
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- Accuracy Void-unclear: 0.0
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- Iou Unlabeled: 0.0
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- Iou Flat-road: 0.0193
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- Iou Flat-sidewalk: 0.1141
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- Iou Flat-crosswalk: 0.0013
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- Iou Flat-cyclinglane: 0.0702
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- Iou Flat-parkingdriveway: 0.0019
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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: 0.0005
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- Iou Human-rider: 0.0001
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- Iou Vehicle-car: 0.1087
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- Iou Vehicle-truck: 0.0003
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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: 0.0004
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- Iou Vehicle-bicycle: 0.0085
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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: 0.0413
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- Iou Construction-door: 0.0067
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- Iou Construction-wall: 0.0002
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- Iou Construction-fenceguardrail: 0.0000
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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: 0.0021
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- Iou Object-pole: 0.0036
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- Iou Object-trafficsign: 0.0
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- Iou Object-trafficlight: 0.0001
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- Iou Nature-vegetation: 0.0663
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- Iou Nature-terrain: 0.0009
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- Iou Sky: 0.0038
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- Iou Void-ground: 0.0049
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- Iou Void-dynamic: 0.0000
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- Iou Void-static: 0.0046
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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": 0.09,
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"eval_accuracy_construction-bridge": 0.0,
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"eval_accuracy_construction-building": 0.05777024222254973,
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+
"eval_accuracy_construction-door": 0.06821530012139213,
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+
"eval_accuracy_construction-fenceguardrail": 1.4955395532823354e-05,
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+
"eval_accuracy_construction-stairs": 0.0054849447722802236,
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+
"eval_accuracy_construction-tunnel": NaN,
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+
"eval_accuracy_construction-wall": 0.00022592618207805981,
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"eval_accuracy_flat-crosswalk": 0.0014240981612061831,
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"eval_accuracy_flat-curb": 0.0007659092535649309,
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+
"eval_accuracy_flat-cyclinglane": 0.44255944839569206,
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+
"eval_accuracy_flat-parkingdriveway": 0.002132964792972265,
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+
"eval_accuracy_flat-railtrack": NaN,
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+
"eval_accuracy_flat-road": 0.020074048816157035,
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"eval_accuracy_flat-sidewalk": 0.11773345757991519,
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"eval_accuracy_human-person": 0.000984871282794846,
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+
"eval_accuracy_human-rider": 0.007685853331095821,
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+
"eval_accuracy_nature-terrain": 0.000961947562383943,
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"eval_accuracy_nature-vegetation": 0.075575305187068,
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+
"eval_accuracy_object-pole": 0.01615361773730575,
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+
"eval_accuracy_object-trafficlight": 0.381057268722467,
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+
"eval_accuracy_object-trafficsign": 0.0,
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+
"eval_accuracy_sky": 0.003844443609778675,
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+
"eval_accuracy_unlabeled": NaN,
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+
"eval_accuracy_vehicle-bicycle": 0.08917677089980855,
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27 |
+
"eval_accuracy_vehicle-bus": 0.0,
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+
"eval_accuracy_vehicle-car": 0.15660769567040478,
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+
"eval_accuracy_vehicle-caravan": 0.0,
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+
"eval_accuracy_vehicle-cartrailer": NaN,
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31 |
+
"eval_accuracy_vehicle-motorcycle": 0.5317498788172564,
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+
"eval_accuracy_vehicle-tramtrain": NaN,
|
33 |
+
"eval_accuracy_vehicle-truck": 0.004048406756050844,
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34 |
+
"eval_accuracy_void-dynamic": 0.00015245529248547864,
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35 |
+
"eval_accuracy_void-ground": 0.04004341500588874,
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+
"eval_accuracy_void-static": 0.03864240715292774,
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37 |
+
"eval_accuracy_void-unclear": 0.0,
|
38 |
+
"eval_iou_construction-bridge": 0.0,
|
39 |
+
"eval_iou_construction-building": 0.04132580304702669,
|
40 |
+
"eval_iou_construction-door": 0.006715902695991692,
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+
"eval_iou_construction-fenceguardrail": 1.3534211102113368e-05,
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+
"eval_iou_construction-stairs": 0.0020569710038018498,
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43 |
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"eval_iou_construction-tunnel": 0.0,
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44 |
+
"eval_iou_construction-wall": 0.0002091126156787518,
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45 |
+
"eval_iou_flat-crosswalk": 0.00132176438496839,
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46 |
+
"eval_iou_flat-curb": 0.0006899234976633083,
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47 |
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"eval_iou_flat-cyclinglane": 0.07015047707955017,
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48 |
+
"eval_iou_flat-parkingdriveway": 0.001923512106811496,
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49 |
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"eval_iou_flat-railtrack": 0.0,
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50 |
+
"eval_iou_flat-road": 0.01930842747683919,
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+
"eval_iou_flat-sidewalk": 0.11407035656482502,
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+
"eval_iou_human-person": 0.00046295899383578675,
|
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"eval_iou_human-rider": 0.00014343140533965685,
|
54 |
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"eval_iou_nature-terrain": 0.0009460258982976413,
|
55 |
+
"eval_iou_nature-vegetation": 0.06628938660150938,
|
56 |
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"eval_iou_object-pole": 0.0035650779642356274,
|
57 |
+
"eval_iou_object-trafficlight": 5.6096470364688665e-05,
|
58 |
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"eval_iou_object-trafficsign": 0.0,
|
59 |
+
"eval_iou_sky": 0.0037537235565377252,
|
60 |
+
"eval_iou_unlabeled": 0.0,
|
61 |
+
"eval_iou_vehicle-bicycle": 0.008507431065090918,
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62 |
+
"eval_iou_vehicle-bus": 0.0,
|
63 |
+
"eval_iou_vehicle-car": 0.10874723237859946,
|
64 |
+
"eval_iou_vehicle-caravan": 0.0,
|
65 |
+
"eval_iou_vehicle-cartrailer": 0.0,
|
66 |
+
"eval_iou_vehicle-motorcycle": 0.00038051143233937875,
|
67 |
+
"eval_iou_vehicle-tramtrain": 0.0,
|
68 |
+
"eval_iou_vehicle-truck": 0.0003111002579121493,
|
69 |
+
"eval_iou_void-dynamic": 3.8459467567131e-05,
|
70 |
+
"eval_iou_void-ground": 0.004862062801644521,
|
71 |
+
"eval_iou_void-static": 0.004601612025291068,
|
72 |
+
"eval_iou_void-unclear": 0.0,
|
73 |
+
"eval_loss": 3.520439386367798,
|
74 |
+
"eval_mean_accuracy": 0.0687695210907019,
|
75 |
+
"eval_mean_iou": 0.013155739857223538,
|
76 |
+
"eval_overall_accuracy": 0.09562851105022058,
|
77 |
+
"eval_runtime": 112.1503,
|
78 |
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"eval_samples_per_second": 1.337,
|
79 |
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"eval_steps_per_second": 0.169,
|
80 |
+
"train_loss": 3.5419593811035157,
|
81 |
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"train_runtime": 121.3151,
|
82 |
+
"train_samples_per_second": 0.659,
|
83 |
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"train_steps_per_second": 0.082
|
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}
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eval_results.json
ADDED
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{
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"epoch": 0.09,
|
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+
"eval_accuracy_construction-bridge": 0.0,
|
4 |
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"eval_accuracy_construction-building": 0.05777024222254973,
|
5 |
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"eval_accuracy_construction-door": 0.06821530012139213,
|
6 |
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"eval_accuracy_construction-fenceguardrail": 1.4955395532823354e-05,
|
7 |
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"eval_accuracy_construction-stairs": 0.0054849447722802236,
|
8 |
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"eval_accuracy_construction-tunnel": NaN,
|
9 |
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"eval_accuracy_construction-wall": 0.00022592618207805981,
|
10 |
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"eval_accuracy_flat-crosswalk": 0.0014240981612061831,
|
11 |
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"eval_accuracy_flat-curb": 0.0007659092535649309,
|
12 |
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"eval_accuracy_flat-cyclinglane": 0.44255944839569206,
|
13 |
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"eval_accuracy_flat-parkingdriveway": 0.002132964792972265,
|
14 |
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"eval_accuracy_flat-railtrack": NaN,
|
15 |
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"eval_accuracy_flat-road": 0.020074048816157035,
|
16 |
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"eval_accuracy_flat-sidewalk": 0.11773345757991519,
|
17 |
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"eval_accuracy_human-person": 0.000984871282794846,
|
18 |
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"eval_accuracy_human-rider": 0.007685853331095821,
|
19 |
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"eval_accuracy_nature-terrain": 0.000961947562383943,
|
20 |
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"eval_accuracy_nature-vegetation": 0.075575305187068,
|
21 |
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"eval_accuracy_object-pole": 0.01615361773730575,
|
22 |
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"eval_accuracy_object-trafficlight": 0.381057268722467,
|
23 |
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"eval_accuracy_object-trafficsign": 0.0,
|
24 |
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"eval_accuracy_sky": 0.003844443609778675,
|
25 |
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"eval_accuracy_unlabeled": NaN,
|
26 |
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"eval_accuracy_vehicle-bicycle": 0.08917677089980855,
|
27 |
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"eval_accuracy_vehicle-bus": 0.0,
|
28 |
+
"eval_accuracy_vehicle-car": 0.15660769567040478,
|
29 |
+
"eval_accuracy_vehicle-caravan": 0.0,
|
30 |
+
"eval_accuracy_vehicle-cartrailer": NaN,
|
31 |
+
"eval_accuracy_vehicle-motorcycle": 0.5317498788172564,
|
32 |
+
"eval_accuracy_vehicle-tramtrain": NaN,
|
33 |
+
"eval_accuracy_vehicle-truck": 0.004048406756050844,
|
34 |
+
"eval_accuracy_void-dynamic": 0.00015245529248547864,
|
35 |
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"eval_accuracy_void-ground": 0.04004341500588874,
|
36 |
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"eval_accuracy_void-static": 0.03864240715292774,
|
37 |
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"eval_accuracy_void-unclear": 0.0,
|
38 |
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"eval_iou_construction-bridge": 0.0,
|
39 |
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"eval_iou_construction-building": 0.04132580304702669,
|
40 |
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"eval_iou_construction-door": 0.006715902695991692,
|
41 |
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"eval_iou_construction-fenceguardrail": 1.3534211102113368e-05,
|
42 |
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"eval_iou_construction-stairs": 0.0020569710038018498,
|
43 |
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"eval_iou_construction-tunnel": 0.0,
|
44 |
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"eval_iou_construction-wall": 0.0002091126156787518,
|
45 |
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"eval_iou_flat-crosswalk": 0.00132176438496839,
|
46 |
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"eval_iou_flat-curb": 0.0006899234976633083,
|
47 |
+
"eval_iou_flat-cyclinglane": 0.07015047707955017,
|
48 |
+
"eval_iou_flat-parkingdriveway": 0.001923512106811496,
|
49 |
+
"eval_iou_flat-railtrack": 0.0,
|
50 |
+
"eval_iou_flat-road": 0.01930842747683919,
|
51 |
+
"eval_iou_flat-sidewalk": 0.11407035656482502,
|
52 |
+
"eval_iou_human-person": 0.00046295899383578675,
|
53 |
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"eval_iou_human-rider": 0.00014343140533965685,
|
54 |
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"eval_iou_nature-terrain": 0.0009460258982976413,
|
55 |
+
"eval_iou_nature-vegetation": 0.06628938660150938,
|
56 |
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"eval_iou_object-pole": 0.0035650779642356274,
|
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