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Models/Uncertainty + Adaboost (ResNet-101)

Uncertainty + Adaboost (ResNet-101)

Reported on 6 benchmarks across 3 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision2 results

Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2021-03-29
57.5
best: 75.9 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2021-03-29
50.4
best: 69.3 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Medical2 results

Image GenerationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2021-03-29
57.5
best: 75.9 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2021-03-29
50.4
best: 69.3 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Miscellaneous2 results

1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2021-03-29
57.5
best: 75.9 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2021-03-29
50.4
best: 69.3 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685