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Models/Dual Teacher

Dual Teacher

Reported on 10 benchmarks across 2 tasks

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

Medical5 results

  • Semantic SegmentationonCityscapes 50% labeled
    Validation mIoU
    80.52
    best: 81 (FARCLUSS)
  • Semantic SegmentationonCityscapes 12.5% labeled
    Validation mIoU
    78.4
    best: 78.5 (FARCLUSS)
  • Semantic SegmentationonPascal VOC 2012 6.25% labeled
    Validation mIoU
    78.82
    best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
  • Semantic SegmentationonPASCAL VOC 2012 25% labeled
    Validation mIoU
    81.03
    best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
  • Semantic SegmentationonPascal VOC 2012 12.5% labeled
    Validation mIoU
    81.19
    best: 82.4 (SemiOVS (w/ UniMatch, ResNet-101))

Audio5 results

  • 10-shot image generationonCityscapes 50% labeled
    Validation mIoU
    80.52
    best: 81 (FARCLUSS)
  • 10-shot image generationonCityscapes 12.5% labeled
    Validation mIoU
    78.4
    best: 78.5 (FARCLUSS)
  • 10-shot image generationonPascal VOC 2012 6.25% labeled
    Validation mIoU
    78.82
    best: 82 (SemiOVS (w/ PrevMatch, ResNet-101))
  • 10-shot image generationonPASCAL VOC 2012 25% labeled
    Validation mIoU
    81.03
    best: 81.3 (SemiOVS (w/ PrevMatch, ResNet-101))
  • 10-shot image generationonPascal VOC 2012 12.5% labeled
    Validation mIoU
    81.19
    best: 82.4 (SemiOVS (w/ UniMatch, ResNet-101))