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Models/Uncertainty + Adaboost

Uncertainty + Adaboost

Reported on 11 benchmarks across 5 tasks · 1 paper · 7 SOTA

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

Methodology4 results

Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2021-03-29
50.9
best: 75.9 (MIC)
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonCityscapes-to-OxfordCar
mIoU· 2021-03-29
75.2
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-03-29
57.5
best: 75.9 (DCF)
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2021-03-29
50.4
best: 78.1 (HALO)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Other4 results

Unsupervised Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2021-03-29
50.9
best: 75.9 (MIC)
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Unsupervised Domain AdaptationonCityscapes-to-OxfordCar
mIoU· 2021-03-29
75.2
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2021-03-29
50.4
best: 69.3 (DCF)
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-03-29
57.5
best: 75.9 (DCF)
SOTA
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Computer Vision1 result

Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2021-03-29
50.9
best: 77.7 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Medical1 result

Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2021-03-29
50.9
best: 77.7 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685

Miscellaneous1 result

1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2021-03-29
50.9
best: 77.7 (DCF)
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation arXiv:2103.15685