TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/DExNet

DExNet

Reported on 16 benchmarks across 2 tasks · 1 paper

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

Computer Vision8 results

  • Reflection RemovalonSIR^2(Wild)
    PSNR· 2025-03-03
    26.95
    best: 27.7 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonSIR^2(Wild)
    SSIM· 2025-03-03
    0.908
    best: 0.915 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonSIR^2(Postcard)
    PSNR· 2025-03-03
    25.52
    best: 26.33 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonSIR^2(Postcard)
    SSIM· 2025-03-03
    0.918
    best: 0.922 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonSIR^2(Objects)
    PSNR· 2025-03-03
    26.38
    best: 26.78 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonSIR^2(Objects)
    SSIM· 2025-03-03
    0.916
    best: 0.931 (Zhu et al.)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonReal20
    PSNR· 2025-03-03
    23.5
    best: 25.58 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • Reflection RemovalonReal20
    SSIM· 2025-03-03
    0.817
    best: 0.846 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938

Audio8 results

  • 2D Semantic SegmentationonSIR^2(Wild)
    PSNR· 2025-03-03
    26.95
    best: 27.7 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonSIR^2(Wild)
    SSIM· 2025-03-03
    0.908
    best: 0.915 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonSIR^2(Postcard)
    PSNR· 2025-03-03
    25.52
    best: 26.33 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonSIR^2(Postcard)
    SSIM· 2025-03-03
    0.918
    best: 0.922 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonSIR^2(Objects)
    PSNR· 2025-03-03
    26.38
    best: 26.78 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonSIR^2(Objects)
    SSIM· 2025-03-03
    0.916
    best: 0.931 (Zhu et al.)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonReal20
    PSNR· 2025-03-03
    23.5
    best: 25.58 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938
  • 2D Semantic SegmentationonReal20
    SSIM· 2025-03-03
    0.817
    best: 0.846 (RDNet)
    A Lightweight Deep Exclusion Unfolding Network for Single Image Reflection RemovalarXiv:2503.01938