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Models/HRDA

HRDA

Reported on 28 benchmarks across 8 tasks · 1 paper · 28 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)· 2022-04-27
72.4
best: 74.8 (HRDA + PiPa)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 77.7 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-04-27
72.4
best: 75.9 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image GenerationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-04-27
65.8
best: 69.3 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Semantic SegmentationonDark Zurich
mIoU· 2022-04-27
55.9
best: 63.9 (Refign (HRDA))
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Semantic SegmentationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 75.9 (MIC)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Semantic SegmentationonSYNTHIA-to-Cityscapes
Mean IoU· 2022-04-27
65.8
best: 68.2 (HRDA + PiPa)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image GenerationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 77.7 (DCF)
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132

Methodology7 results

Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-04-27
65.8
best: 78.1 (HALO)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain AdaptationonGTA5 to Cityscapes
mIoU· 2022-04-27
73.8
best: 77.8 (HALO)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain AdaptationonCityscapes to ACDC
mIoU· 2022-04-27
68
best: 78.8 (SoRA)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 75.9 (MIC)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-27
72.4
best: 75.9 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain AdaptationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2022-04-27
55.9
best: 4489 (Self-adaptation (ResNet - 101))
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-04-27
65.8
best: 78.1 (HALO)
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132

Computer Vision6 results

Image-to-Image TranslationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-27
72.4
best: 74.8 (HRDA + PiPa)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 77.7 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-04-27
72.4
best: 75.9 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image-to-Image TranslationonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-04-27
65.8
best: 69.3 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Domain GeneralizationonGTA-to-Avg(Cityscapes,BDD,Mapillary)
mIoU· 2022-04-27
55.9
best: 4489 (Self-adaptation (ResNet - 101))
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Image-to-Image TranslationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 77.7 (DCF)
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132

Miscellaneous5 results

1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-27
72.4
best: 74.8 (HRDA + PiPa)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 77.7 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (13 classes)· 2022-04-27
72.4
best: 75.9 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
MIoU (16 classes)· 2022-04-27
65.8
best: 69.3 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
1 Image, 2*2 StitchingonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 77.7 (DCF)
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132

Other3 results

Unsupervised Domain AdaptationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 75.9 (MIC)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU· 2022-04-27
65.8
best: 69.3 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
mIoU (13 classes)· 2022-04-27
72.4
best: 75.9 (DCF)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132

Audio3 results

10-shot image generationonDark Zurich
mIoU· 2022-04-27
55.9
best: 63.9 (Refign (HRDA))
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
10-shot image generationonGTAV-to-Cityscapes Labels
mIoU· 2022-04-27
73.8
best: 75.9 (MIC)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132
10-shot image generationonSYNTHIA-to-Cityscapes
Mean IoU· 2022-04-27
65.8
best: 68.2 (HRDA + PiPa)
SOTA
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation arXiv:2204.13132