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Models/MIC

MIC

Reported on 33 benchmarks across 7 tasks · 1 paper · 16 SOTA

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

Methodology9 results

Domain AdaptationonGTA5 to Cityscapes
mIoU· 2022-12-02
75.9
best: 77.8 (HALO)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonVisDA2017
Accuracy· 2022-12-02
92.8
best: 93.8 (FFTAT)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonOffice-Home
Accuracy· 2022-12-02
86.2
best: 92.3 (SWG)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonCityscapes to Foggy Cityscapes
mAP@0.5· 2022-12-02
47.6
best: 66.8 (ALDI++(Resnet50+FPN))
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-12-02
67.3
best: 78.1 (HALO)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonCityscapes to ACDC
mIoU· 2022-12-02
70.4
best: 78.8 (SoRA)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-12-02
67.3
best: 78.1 (HALO)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-12-02
74
best: 75.9 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322

Medical8 results

Image GenerationonCityscapes-to-Foggy Cityscapes
mAP· 2022-12-02
47.6
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
best: 77.7 (DCF)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Semantic SegmentationonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image GenerationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-12-02
74
best: 74.8 (HRDA + PiPa)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-12-02
74
best: 75.9 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-12-02
67.3
best: 69.3 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Semantic SegmentationonDark Zurich
mIoU· 2022-12-02
60.2
best: 63.9 (Refign (HRDA))
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Semantic SegmentationonSYNTHIA-to-Cityscapes
Mean IoU· 2022-12-02
67.3
best: 68.2 (HRDA + PiPa)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322

Computer Vision5 results

Image-to-Image TranslationonCityscapes-to-Foggy Cityscapes
mAP· 2022-12-02
47.6
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
best: 77.7 (DCF)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-12-02
74
best: 74.8 (HRDA + PiPa)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-12-02
74
best: 75.9 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-12-02
67.3
best: 69.3 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322

Miscellaneous5 results

1 Image, 2*2 StitchingonCityscapes-to-Foggy Cityscapes
mAP· 2022-12-02
47.6
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
best: 77.7 (DCF)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-12-02
74
best: 74.8 (HRDA + PiPa)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-12-02
74
best: 75.9 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-12-02
67.3
best: 69.3 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322

Other4 results

Unsupervised Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Unsupervised Domain AdaptationonCityscapes to Foggy Cityscapes
mAP@0.5· 2022-12-02
47.6
best: 66.8 (ALDI++(Resnet50+FPN))
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-12-02
67.3
best: 69.3 (DCF)
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-12-02
74
best: 75.9 (DCF)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322

Audio3 results

10-shot image generationonGTAV-to-Cityscapes Labels
mIoU· 2022-12-02
75.9
SOTA
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
10-shot image generationonDark Zurich
mIoU· 2022-12-02
60.2
best: 63.9 (Refign (HRDA))
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322
10-shot image generationonSYNTHIA-to-Cityscapes
Mean IoU· 2022-12-02
67.3
best: 68.2 (HRDA + PiPa)
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation arXiv:2212.01322