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Models/CLUDA+HRDA

CLUDA+HRDA

Reported on 9 benchmarks across 5 tasks · 1 paper · 9 SOTA

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

Methodology3 results

  • Domain AdaptationonGTAV-to-Cityscapes Labels
    mIoU· 2022-08-27
    74.4
    best: 75.9 (MIC)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227
  • Domain AdaptationonSYNTHIA-to-Cityscapes
    mIoU· 2022-08-27
    67.2
    best: 78.1 (HALO)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227
  • Domain AdaptationonGTA5-to-Cityscapes
    mIoU· 2022-08-27
    74.4
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227

Other3 results

  • Unsupervised Domain AdaptationonGTAV-to-Cityscapes Labels
    mIoU· 2022-08-27
    74.4
    best: 75.9 (MIC)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227
  • Unsupervised Domain AdaptationonSYNTHIA-to-Cityscapes
    mIoU· 2022-08-27
    67.2
    best: 69.3 (DCF)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227
  • Unsupervised Domain AdaptationonGTA5-to-Cityscapes
    mIoU· 2022-08-27
    74.4
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227

Computer Vision1 result

  • Image-to-Image TranslationonSYNTHIA-to-Cityscapes
    MIoU (16 classes)· 2022-08-27
    67.2
    best: 69.3 (DCF)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227

Medical1 result

  • Image GenerationonSYNTHIA-to-Cityscapes
    MIoU (16 classes)· 2022-08-27
    67.2
    best: 69.3 (DCF)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227

Miscellaneous1 result

  • 1 Image, 2*2 StitchingonSYNTHIA-to-Cityscapes
    MIoU (16 classes)· 2022-08-27
    67.2
    best: 69.3 (DCF)
    SOTA
    CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic SegmentationarXiv:2208.14227