Commit
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9c0face
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Parent(s):
f9bbc08
Training in progress epoch 2
Browse files- README.md +43 -42
- tf_model.h5 +1 -1
README.md
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@@ -15,82 +15,82 @@ probably proofread and complete it, then remove this comment. -->
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.
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- Validation Loss: 0.
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- Validation Mean Iou: 0.
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- Validation Mean Accuracy: 0.
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- Validation Overall Accuracy: 0.
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- Validation Accuracy Unlabeled: 0.0
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- Validation Accuracy Flat-road: 0.
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- Validation Accuracy Flat-sidewalk: 0.
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- Validation Accuracy Flat-crosswalk: 0.
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- Validation Accuracy Flat-cyclinglane: 0.
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- Validation Accuracy Flat-parkingdriveway: 0.
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- Validation Accuracy Flat-railtrack: 0.0
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- Validation Accuracy Flat-curb: 0.
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- Validation Accuracy Human-person: 0.
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- Validation Accuracy Human-rider: 0.0
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- Validation Accuracy Vehicle-car: 0.
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- Validation Accuracy Vehicle-truck: 0.0
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- Validation Accuracy Vehicle-bus: nan
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- Validation Accuracy Vehicle-tramtrain: 0.0
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- Validation Accuracy Vehicle-motorcycle: 0.0
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- Validation Accuracy Vehicle-bicycle: 0.
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- Validation Accuracy Vehicle-caravan: nan
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- Validation Accuracy Vehicle-cartrailer: 0.0
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- Validation Accuracy Construction-building: 0.
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- Validation Accuracy Construction-door: 0.0
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- Validation Accuracy Construction-wall: 0.
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- Validation Accuracy Construction-fenceguardrail: 0.
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- Validation Accuracy Construction-bridge: 0.0
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- Validation Accuracy Construction-tunnel: 0.0
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- Validation Accuracy Construction-stairs: 0.0
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- Validation Accuracy Object-pole: 0.
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- Validation Accuracy Object-trafficsign: 0.0
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- Validation Accuracy Object-trafficlight: 0.0
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- Validation Accuracy Nature-vegetation: 0.
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- Validation Accuracy Nature-terrain: 0.
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- Validation Accuracy Sky: 0.
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- Validation Accuracy Void-ground: 0.0
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- Validation Accuracy Void-dynamic: 0.
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- Validation Accuracy Void-static: 0.
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- Validation Accuracy Void-unclear: 0.0
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- Validation Iou Unlabeled: 0.0
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- Validation Iou Flat-road: 0.
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- Validation Iou Flat-sidewalk: 0.
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- Validation Iou Flat-crosswalk: 0.
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- Validation Iou Flat-cyclinglane: 0.
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- Validation Iou Flat-parkingdriveway: 0.
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- Validation Iou Flat-railtrack: 0.0
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- Validation Iou Flat-curb: 0.
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- Validation Iou Human-person: 0.
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- Validation Iou Human-rider: 0.0
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- Validation Iou Vehicle-car: 0.
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- Validation Iou Vehicle-truck: 0.0
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- Validation Iou Vehicle-bus: nan
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- Validation Iou Vehicle-tramtrain: 0.0
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- Validation Iou Vehicle-motorcycle: 0.0
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- Validation Iou Vehicle-bicycle: 0.
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- Validation Iou Vehicle-caravan: nan
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- Validation Iou Vehicle-cartrailer: 0.0
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- Validation Iou Construction-building: 0.
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- Validation Iou Construction-door: 0.0
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- Validation Iou Construction-wall: 0.
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- Validation Iou Construction-fenceguardrail: 0.
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- Validation Iou Construction-bridge: 0.0
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- Validation Iou Construction-tunnel: 0.0
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- Validation Iou Construction-stairs: 0.0
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- Validation Iou Object-pole: 0.
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- Validation Iou Object-trafficsign: 0.0
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- Validation Iou Object-trafficlight: 0.0
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- Validation Iou Nature-vegetation: 0.
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- Validation Iou Nature-terrain: 0.
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- Validation Iou Sky: 0.
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- Validation Iou Void-ground: 0.0
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- Validation Iou Void-dynamic: 0.
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- Validation Iou Void-static: 0.
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- Validation Iou Void-unclear: 0.0
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- Epoch:
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## Model description
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@@ -118,6 +118,7 @@ The following hyperparameters were used during training:
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|:----------:|:---------------:|:-------------------:|:------------------------:|:---------------------------:|:-----------------------------:|:-----------------------------:|:---------------------------------:|:----------------------------------:|:------------------------------------:|:----------------------------------------:|:----------------------------------:|:-----------------------------:|:--------------------------------:|:-------------------------------:|:-------------------------------:|:---------------------------------:|:-------------------------------:|:-------------------------------------:|:--------------------------------------:|:-----------------------------------:|:-----------------------------------:|:--------------------------------------:|:-----------------------------------------:|:-------------------------------------:|:-------------------------------------:|:-----------------------------------------------:|:---------------------------------------:|:---------------------------------------:|:---------------------------------------:|:-------------------------------:|:--------------------------------------:|:---------------------------------------:|:-------------------------------------:|:----------------------------------:|:-----------------------:|:-------------------------------:|:--------------------------------:|:-------------------------------:|:--------------------------------:|:------------------------:|:------------------------:|:----------------------------:|:-----------------------------:|:-------------------------------:|:-----------------------------------:|:-----------------------------:|:------------------------:|:---------------------------:|:--------------------------:|:--------------------------:|:----------------------------:|:--------------------------:|:--------------------------------:|:---------------------------------:|:------------------------------:|:------------------------------:|:---------------------------------:|:------------------------------------:|:--------------------------------:|:--------------------------------:|:------------------------------------------:|:----------------------------------:|:----------------------------------:|:----------------------------------:|:--------------------------:|:---------------------------------:|:----------------------------------:|:--------------------------------:|:-----------------------------:|:------------------:|:--------------------------:|:---------------------------:|:--------------------------:|:---------------------------:|:-----:|
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| 1.4058 | 0.8961 | 0.1865 | 0.2389 | 0.7644 | 0.0 | 0.8103 | 0.9098 | 0.1351 | 0.8235 | 0.1507 | 0.0 | 0.2782 | 0.0666 | 0.0 | 0.9143 | 0.0 | nan | 0.0 | 0.0 | 0.0483 | nan | 0.0 | 0.8191 | 0.0 | 0.1924 | 0.0120 | 0.0 | 0.0 | 0.0 | 0.0535 | 0.0 | 0.0 | 0.9142 | 0.7624 | 0.9467 | 0.0 | 0.0 | 0.0478 | 0.0 | 0.0 | 0.6150 | 0.8082 | 0.1260 | 0.6210 | 0.1162 | 0.0 | 0.1997 | 0.0648 | 0.0 | 0.6126 | 0.0 | nan | 0.0 | 0.0 | 0.0479 | nan | 0.0 | 0.4701 | 0.0 | 0.1379 | 0.0119 | 0.0 | 0.0 | 0.0 | 0.0500 | 0.0 | 0.0 | 0.7790 | 0.6004 | 0.8548 | 0.0 | 0.0 | 0.0399 | 0.0 | 0 |
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| 0.8255 | 0.7346 | 0.2294 | 0.2777 | 0.7971 | 0.0 | 0.8370 | 0.9446 | 0.4464 | 0.8134 | 0.2023 | 0.0 | 0.3530 | 0.3170 | 0.0 | 0.8852 | 0.0 | nan | 0.0 | 0.0 | 0.2113 | nan | 0.0 | 0.8485 | 0.0 | 0.2671 | 0.1569 | 0.0 | 0.0 | 0.0 | 0.1155 | 0.0 | 0.0 | 0.9336 | 0.7651 | 0.9517 | 0.0 | 0.0 | 0.1167 | 0.0 | 0.0 | 0.6487 | 0.8333 | 0.4135 | 0.6688 | 0.1695 | 0.0 | 0.2635 | 0.2473 | 0.0 | 0.7229 | 0.0 | nan | 0.0 | 0.0 | 0.2011 | nan | 0.0 | 0.5074 | 0.0 | 0.1884 | 0.1474 | 0.0 | 0.0 | 0.0 | 0.1010 | 0.0 | 0.0 | 0.8129 | 0.6648 | 0.8836 | 0.0 | 0.0 | 0.0953 | 0.0 | 1 |
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### Framework versions
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This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.6819
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- Validation Loss: 0.6653
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- Validation Mean Iou: 0.2580
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- Validation Mean Accuracy: 0.3139
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- Validation Overall Accuracy: 0.8121
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- Validation Accuracy Unlabeled: 0.0
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- Validation Accuracy Flat-road: 0.8867
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- Validation Accuracy Flat-sidewalk: 0.9319
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- Validation Accuracy Flat-crosswalk: 0.8074
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- Validation Accuracy Flat-cyclinglane: 0.8231
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- Validation Accuracy Flat-parkingdriveway: 0.2904
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- Validation Accuracy Flat-railtrack: 0.0
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- Validation Accuracy Flat-curb: 0.4258
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- Validation Accuracy Human-person: 0.5364
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- Validation Accuracy Human-rider: 0.0
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- Validation Accuracy Vehicle-car: 0.9093
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- Validation Accuracy Vehicle-truck: 0.0
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- Validation Accuracy Vehicle-bus: nan
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- Validation Accuracy Vehicle-tramtrain: 0.0
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- Validation Accuracy Vehicle-motorcycle: 0.0
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- Validation Accuracy Vehicle-bicycle: 0.3995
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- Validation Accuracy Vehicle-caravan: nan
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- Validation Accuracy Vehicle-cartrailer: 0.0
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- Validation Accuracy Construction-building: 0.8165
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- Validation Accuracy Construction-door: 0.0
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- Validation Accuracy Construction-wall: 0.3690
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- Validation Accuracy Construction-fenceguardrail: 0.1823
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- Validation Accuracy Construction-bridge: 0.0
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- Validation Accuracy Construction-tunnel: 0.0
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- Validation Accuracy Construction-stairs: 0.0
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- Validation Accuracy Object-pole: 0.1572
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- Validation Accuracy Object-trafficsign: 0.0
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- Validation Accuracy Object-trafficlight: 0.0
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- Validation Accuracy Nature-vegetation: 0.9480
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- Validation Accuracy Nature-terrain: 0.7170
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- Validation Accuracy Sky: 0.9497
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- Validation Accuracy Void-ground: 0.0
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- Validation Accuracy Void-dynamic: 0.0001
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- Validation Accuracy Void-static: 0.2072
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- Validation Accuracy Void-unclear: 0.0
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- Validation Iou Unlabeled: 0.0
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- Validation Iou Flat-road: 0.6883
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- Validation Iou Flat-sidewalk: 0.8455
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- Validation Iou Flat-crosswalk: 0.6687
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- Validation Iou Flat-cyclinglane: 0.7162
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- Validation Iou Flat-parkingdriveway: 0.2310
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- Validation Iou Flat-railtrack: 0.0
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- Validation Iou Flat-curb: 0.3124
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- Validation Iou Human-person: 0.3408
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- Validation Iou Human-rider: 0.0
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- Validation Iou Vehicle-car: 0.7443
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- Validation Iou Vehicle-truck: 0.0
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- Validation Iou Vehicle-bus: nan
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- Validation Iou Vehicle-tramtrain: 0.0
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- Validation Iou Vehicle-motorcycle: 0.0
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- Validation Iou Vehicle-bicycle: 0.3639
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- Validation Iou Vehicle-caravan: nan
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- Validation Iou Vehicle-cartrailer: 0.0
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- Validation Iou Construction-building: 0.5354
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- Validation Iou Construction-door: 0.0
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- Validation Iou Construction-wall: 0.2346
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- Validation Iou Construction-fenceguardrail: 0.1765
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- Validation Iou Construction-bridge: 0.0
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- Validation Iou Construction-tunnel: 0.0
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- Validation Iou Construction-stairs: 0.0
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- Validation Iou Object-pole: 0.1263
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- Validation Iou Object-trafficsign: 0.0
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- Validation Iou Object-trafficlight: 0.0
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- Validation Iou Nature-vegetation: 0.8177
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- Validation Iou Nature-terrain: 0.6469
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- Validation Iou Sky: 0.8989
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- Validation Iou Void-ground: 0.0
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- Validation Iou Void-dynamic: 0.0001
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- Validation Iou Void-static: 0.1658
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- Validation Iou Void-unclear: 0.0
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- Epoch: 2
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## Model description
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|:----------:|:---------------:|:-------------------:|:------------------------:|:---------------------------:|:-----------------------------:|:-----------------------------:|:---------------------------------:|:----------------------------------:|:------------------------------------:|:----------------------------------------:|:----------------------------------:|:-----------------------------:|:--------------------------------:|:-------------------------------:|:-------------------------------:|:---------------------------------:|:-------------------------------:|:-------------------------------------:|:--------------------------------------:|:-----------------------------------:|:-----------------------------------:|:--------------------------------------:|:-----------------------------------------:|:-------------------------------------:|:-------------------------------------:|:-----------------------------------------------:|:---------------------------------------:|:---------------------------------------:|:---------------------------------------:|:-------------------------------:|:--------------------------------------:|:---------------------------------------:|:-------------------------------------:|:----------------------------------:|:-----------------------:|:-------------------------------:|:--------------------------------:|:-------------------------------:|:--------------------------------:|:------------------------:|:------------------------:|:----------------------------:|:-----------------------------:|:-------------------------------:|:-----------------------------------:|:-----------------------------:|:------------------------:|:---------------------------:|:--------------------------:|:--------------------------:|:----------------------------:|:--------------------------:|:--------------------------------:|:---------------------------------:|:------------------------------:|:------------------------------:|:---------------------------------:|:------------------------------------:|:--------------------------------:|:--------------------------------:|:------------------------------------------:|:----------------------------------:|:----------------------------------:|:----------------------------------:|:--------------------------:|:---------------------------------:|:----------------------------------:|:--------------------------------:|:-----------------------------:|:------------------:|:--------------------------:|:---------------------------:|:--------------------------:|:---------------------------:|:-----:|
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| 1.4058 | 0.8961 | 0.1865 | 0.2389 | 0.7644 | 0.0 | 0.8103 | 0.9098 | 0.1351 | 0.8235 | 0.1507 | 0.0 | 0.2782 | 0.0666 | 0.0 | 0.9143 | 0.0 | nan | 0.0 | 0.0 | 0.0483 | nan | 0.0 | 0.8191 | 0.0 | 0.1924 | 0.0120 | 0.0 | 0.0 | 0.0 | 0.0535 | 0.0 | 0.0 | 0.9142 | 0.7624 | 0.9467 | 0.0 | 0.0 | 0.0478 | 0.0 | 0.0 | 0.6150 | 0.8082 | 0.1260 | 0.6210 | 0.1162 | 0.0 | 0.1997 | 0.0648 | 0.0 | 0.6126 | 0.0 | nan | 0.0 | 0.0 | 0.0479 | nan | 0.0 | 0.4701 | 0.0 | 0.1379 | 0.0119 | 0.0 | 0.0 | 0.0 | 0.0500 | 0.0 | 0.0 | 0.7790 | 0.6004 | 0.8548 | 0.0 | 0.0 | 0.0399 | 0.0 | 0 |
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| 0.8255 | 0.7346 | 0.2294 | 0.2777 | 0.7971 | 0.0 | 0.8370 | 0.9446 | 0.4464 | 0.8134 | 0.2023 | 0.0 | 0.3530 | 0.3170 | 0.0 | 0.8852 | 0.0 | nan | 0.0 | 0.0 | 0.2113 | nan | 0.0 | 0.8485 | 0.0 | 0.2671 | 0.1569 | 0.0 | 0.0 | 0.0 | 0.1155 | 0.0 | 0.0 | 0.9336 | 0.7651 | 0.9517 | 0.0 | 0.0 | 0.1167 | 0.0 | 0.0 | 0.6487 | 0.8333 | 0.4135 | 0.6688 | 0.1695 | 0.0 | 0.2635 | 0.2473 | 0.0 | 0.7229 | 0.0 | nan | 0.0 | 0.0 | 0.2011 | nan | 0.0 | 0.5074 | 0.0 | 0.1884 | 0.1474 | 0.0 | 0.0 | 0.0 | 0.1010 | 0.0 | 0.0 | 0.8129 | 0.6648 | 0.8836 | 0.0 | 0.0 | 0.0953 | 0.0 | 1 |
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| 0.6819 | 0.6653 | 0.2580 | 0.3139 | 0.8121 | 0.0 | 0.8867 | 0.9319 | 0.8074 | 0.8231 | 0.2904 | 0.0 | 0.4258 | 0.5364 | 0.0 | 0.9093 | 0.0 | nan | 0.0 | 0.0 | 0.3995 | nan | 0.0 | 0.8165 | 0.0 | 0.3690 | 0.1823 | 0.0 | 0.0 | 0.0 | 0.1572 | 0.0 | 0.0 | 0.9480 | 0.7170 | 0.9497 | 0.0 | 0.0001 | 0.2072 | 0.0 | 0.0 | 0.6883 | 0.8455 | 0.6687 | 0.7162 | 0.2310 | 0.0 | 0.3124 | 0.3408 | 0.0 | 0.7443 | 0.0 | nan | 0.0 | 0.0 | 0.3639 | nan | 0.0 | 0.5354 | 0.0 | 0.2346 | 0.1765 | 0.0 | 0.0 | 0.0 | 0.1263 | 0.0 | 0.0 | 0.8177 | 0.6469 | 0.8989 | 0.0 | 0.0001 | 0.1658 | 0.0 | 2 |
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### Framework versions
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size 15167476
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version https://git-lfs.github.com/spec/v1
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oid sha256:3137ad629b488b00a7aed54cf7741266329a5c731c09980229cbc71bba5e7c0d
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size 15167476
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