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Models/KDAS

KDAS

Reported on 12 benchmarks across 3 tasks · 1 paper · 2 SOTA

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

Medical10 results

  • Semantic SegmentationonKvasir-SEG
    mDice· 2023-12-13
    0.913
    best: 0.9258 (PVT-CASCADE)
    SOTA
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonKvasir-SEG
    Average MAE· 2023-12-13
    0.027
    best: 0.021 (BDG-Net)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonKvasir-SEG
    mIoU· 2023-12-13
    0.848
    best: 0.9065 (EffiSegNet-B5)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonKvasir-SEG
    mean Dice· 2023-12-13
    0.913
    best: 0.9502 (DUCK-Net)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonCVC-ColonDB
    Average MAE· 2023-12-13
    0.032
    best: 0.026 (DuAT)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonCVC-ColonDB
    mIoU· 2023-12-13
    0.679
    best: 0.9096 (RAPUNet)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonCVC-ColonDB
    mean Dice· 2023-12-13
    0.759
    best: 0.9526 (RAPUNet)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonCVC-ClinicDB
    mIoU· 2023-12-13
    0.872
    best: 0.9343 (DUCK-Net)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Medical Image SegmentationonCVC-ClinicDB
    mean Dice· 2023-12-13
    0.925
    best: 0.9684 (DUCK-Net)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • Semantic SegmentationonKvasir-SEG
    mIoU· 2023-12-13
    0.848
    best: 0.891 (SSFormer-S + PRN)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555

Audio2 results

  • 10-shot image generationonKvasir-SEG
    mDice· 2023-12-13
    0.913
    best: 0.9258 (PVT-CASCADE)
    SOTA
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555
  • 10-shot image generationonKvasir-SEG
    mIoU· 2023-12-13
    0.848
    best: 0.891 (SSFormer-S + PRN)
    KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationarXiv:2312.08555