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Models/ProDA

ProDA

Reported on 9 benchmarks across 6 tasks · 1 paper · 9 SOTA

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

Medical3 results

Image GenerationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-01-26
62
best: 74.8 (HRDA + PiPa)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2021-01-26
57.5
best: 77.7 (DCF)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979
Semantic SegmentationonGTAV-to-Cityscapes Labels
mIoU· 2021-01-26
57.5
best: 75.9 (MIC)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979

Computer Vision2 results

Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-01-26
62
best: 74.8 (HRDA + PiPa)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2021-01-26
57.5
best: 77.7 (DCF)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979

Miscellaneous2 results

1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2021-01-26
62
best: 74.8 (HRDA + PiPa)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2021-01-26
57.5
best: 77.7 (DCF)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979

Methodology1 result

Domain AdaptationonGTA5 to Cityscapes
mIoU· 2021-01-26
57.5
best: 77.8 (HALO)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979

Audio1 result

10-shot image generationonGTAV-to-Cityscapes Labels
mIoU· 2021-01-26
57.5
best: 75.9 (MIC)
SOTA
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation arXiv:2101.10979