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Models/SePiCo

SePiCo

Reported on 24 benchmarks across 7 tasks · 1 paper · 24 SOTA

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

Medical8 results

Image GenerationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-19
71.4
best: 74.8 (HRDA + PiPa)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 77.7 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-04-19
71.4
best: 75.9 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-04-19
64.3
best: 69.3 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Semantic SegmentationonDark Zurich
mIoU· 2022-04-19
54.2
best: 63.9 (Refign (HRDA))
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Semantic SegmentationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 75.9 (MIC)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Semantic SegmentationonSYNTHIA-to-Cityscapes
Mean IoU· 2022-04-19
64.3
best: 68.2 (HRDA + PiPa)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 77.7 (DCF)
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808

Computer Vision5 results

Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-19
71.4
best: 74.8 (HRDA + PiPa)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 77.7 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-04-19
71.4
best: 75.9 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-04-19
64.3
best: 69.3 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 77.7 (DCF)
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808

Miscellaneous5 results

1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-19
71.4
best: 74.8 (HRDA + PiPa)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 77.7 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-04-19
71.4
best: 75.9 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-04-19
64.3
best: 69.3 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 77.7 (DCF)
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808

Methodology4 results

Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-04-19
64.3
best: 78.1 (HALO)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Domain AdaptationonGTA5 to Cityscapes
mIoU· 2022-04-19
70.3
best: 77.8 (HALO)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 75.9 (MIC)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-19
71.4
best: 75.9 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808

Audio3 results

10-shot image generationonDark Zurich
mIoU· 2022-04-19
54.2
best: 63.9 (Refign (HRDA))
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
10-shot image generationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 75.9 (MIC)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
10-shot image generationonSYNTHIA-to-Cityscapes
Mean IoU· 2022-04-19
64.3
best: 68.2 (HRDA + PiPa)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808

Other2 results

Unsupervised Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-19
70.3
best: 75.9 (MIC)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-19
71.4
best: 75.9 (DCF)
SOTA
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation arXiv:2204.08808