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Models/MRNet+Rectifying Label(ResNet-101)

MRNet+Rectifying Label(ResNet-101)

Reported on 8 benchmarks across 5 tasks · 1 paper · 8 SOTA

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)· 2020-03-08
54.9
best: 75.9 (DCF)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2020-03-08
47.9
best: 69.3 (DCF)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773

Medical2 results

Image GenerationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2020-03-08
54.9
best: 75.9 (DCF)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2020-03-08
47.9
best: 69.3 (DCF)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773

Miscellaneous2 results

1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2020-03-08
54.9
best: 75.9 (DCF)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2020-03-08
47.9
best: 69.3 (DCF)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773

Methodology1 result

Domain AdaptationonCityscapes-to-OxfordCar
mIoU· 2020-03-08
74.4
best: 75.2 (Uncertainty + Adaboost)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773

Other1 result

Unsupervised Domain AdaptationonCityscapes-to-OxfordCar
mIoU· 2020-03-08
74.4
best: 75.2 (Uncertainty + Adaboost)
SOTA
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation arXiv:2003.03773