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Models/CAG-UDA

CAG-UDA

Reported on 12 benchmarks across 3 tasks · 1 paper · 9 SOTA

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

Computer Vision4 results

Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2019-10-29
50.2
best: 77.7 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2019-10-29
52.6
best: 75.9 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2019-10-29
44.5
best: 69.3 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2019-10-29
44.5
best: 74.8 (HRDA + PiPa)
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049

Medical4 results

Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2019-10-29
50.2
best: 77.7 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2019-10-29
52.6
best: 75.9 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2019-10-29
44.5
best: 69.3 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
Image GenerationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2019-10-29
44.5
best: 74.8 (HRDA + PiPa)
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049

Miscellaneous4 results

1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2019-10-29
50.2
best: 77.7 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2019-10-29
52.6
best: 75.9 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2019-10-29
44.5
best: 69.3 (DCF)
SOTA
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2019-10-29
44.5
best: 74.8 (HRDA + PiPa)
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation arXiv:1910.13049