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Models/CMFormer

CMFormer

Reported on 14 benchmarks across 8 tasks · 1 paper · 1 SOTA

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

Computer Vision5 results

Domain GeneralizationonGTA5-to-Cityscapes
mIoU· 2023-07-01
55.31
best: 68.88 (tqdm (EVA02-CLIP-L))
SOTA
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· uses extra data· 2023-07-01
59.7
best: 77.7 (DCF)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Image-to-Image TranslationonSYNTHIA-to-Cityscapes Labels
mIOU· 2023-07-01
44.6
best: 55.2 (ELDA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Domain GeneralizationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2023-07-01
51.1
best: 4489 (Self-adaptation (ResNet - 101))
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Source-Free Domain AdaptationonCityscapes to ACDC
mIoU· 2023-07-01
60.1
best: 69.1 (CMA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371

Methodology4 results

Domain AdaptationonCityscapes to ACDC
mIoU· 2023-07-01
60.1
best: 78.8 (SoRA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Domain AdaptationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2023-07-01
51.1
best: 4489 (Self-adaptation (ResNet - 101))
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Domain AdaptationonGTA5-to-Cityscapes
mIoU· 2023-07-01
55.31
best: 74.4 (CLUDA+HRDA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Domain AdaptationonCityscapes to ACDC
mIoU· 2023-07-01
60.1
best: 78.8 (SoRA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371

Medical3 results

Image GenerationonGTAV-to-Cityscapes Labels
mIoU· uses extra data· 2023-07-01
59.7
best: 77.7 (DCF)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Image GenerationonSYNTHIA-to-Cityscapes Labels
mIOU· 2023-07-01
44.6
best: 55.2 (ELDA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
Semantic SegmentationonGTAV-to-Cityscapes Labels
mIoU· 2023-07-01
55.3
best: 75.9 (MIC)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371

Miscellaneous2 results

1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· uses extra data· 2023-07-01
59.7
best: 77.7 (DCF)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes Labels
mIOU· 2023-07-01
44.6
best: 55.2 (ELDA)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371

Audio1 result

10-shot image generationonGTAV-to-Cityscapes Labels
mIoU· 2023-07-01
55.3
best: 75.9 (MIC)
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation arXiv:2307.00371