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Models/PMN

PMN

Reported on 46 benchmarks across 6 tasks · 3 papers · 34 SOTA

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

Computer Vision22 results

  • DenoisingonSID SonyA7S2 x250
    PSNR (Raw)· 2022-07-13
    40.92
    best: 41.02 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonSID SonyA7S2 x250
    SSIM (Raw)· 2022-07-13
    0.947
    best: 0.948 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonELD SonyA7S2 x200
    PSNR (Raw)· 2022-07-13
    44.51
    best: 44.95 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonELD SonyA7S2 x200
    SSIM (Raw)· 2022-07-13
    0.973
    best: 0.977 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonSID x100
    PSNR (Raw)· 2022-07-13
    43.16
    best: 43.36 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonSID x300
    PSNR (Raw)· 2022-07-13
    37.77
    best: 37.8 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonSID x300
    SSIM· 2022-07-13
    0.934
    best: 0.935 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonSID SonyA7S2 x100
    PSNR (Raw)· 2022-07-13
    43.16
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonSID SonyA7S2 x100
    SSIM (Raw)· 2022-07-13
    0.96
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonELD SonyA7S2 x100
    PSNR (Raw)· 2022-07-13
    46.5
    best: 46.74 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • DenoisingonELD SonyA7S2 x100
    SSIM (Raw)· 2022-07-13
    0.985
    best: 0.986 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Human-Object Interaction DetectiononV-COCO
    AP(S1)· 2020-08-05
    51.8
    best: 72.1 (RLIPv2)
    SOTA
    Pose-based Modular Network for Human-Object Interaction DetectionarXiv:2008.02042
  • VideoonDAVIS 2016 val
    F· 2022-09-08
    86.4
    best: 90.2 (DEVA (DIS))
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • VideoonDAVIS 2016 val
    G· 2022-09-08
    85.9
    best: 88.9 (GSANet)
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • VideoonDAVIS 2016 val
    J· 2022-09-08
    85.4
    best: 88.3 (GSANet)
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • VideoonFBMS test
    J· 2022-09-08
    77.7
    best: 84.7 (FakeFlow)
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • Video Object SegmentationonDAVIS 2016 val
    F· 2022-09-08
    86.4
    best: 90.2 (DEVA (DIS))
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • Video Object SegmentationonDAVIS 2016 val
    G· 2022-09-08
    85.9
    best: 88.9 (GSANet)
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • Video Object SegmentationonDAVIS 2016 val
    J· 2022-09-08
    85.4
    best: 88.3 (GSANet)
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • Video Object SegmentationonFBMS test
    J· 2022-09-08
    77.7
    best: 84.7 (FakeFlow)
    Unsupervised Video Object Segmentation via Prototype Memory NetworkarXiv:2209.03712
  • DenoisingonSID x100
    SSIM· 2022-07-13
    0.96
    best: 0.963 (ELD)
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Human-Object Interaction DetectiononHICO-DET
    mAP· 2020-08-05
    21.21
    best: 46.49 (Ours (PViC+))
    Pose-based Modular Network for Human-Object Interaction DetectionarXiv:2008.02042

Medical12 results

  • Image DenoisingonSID SonyA7S2 x250
    PSNR (Raw)· 2022-07-13
    40.92
    best: 41.02 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID SonyA7S2 x250
    SSIM (Raw)· 2022-07-13
    0.947
    best: 0.948 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonELD SonyA7S2 x200
    PSNR (Raw)· 2022-07-13
    44.51
    best: 44.95 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonELD SonyA7S2 x200
    SSIM (Raw)· 2022-07-13
    0.973
    best: 0.977 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID x100
    PSNR (Raw)· 2022-07-13
    43.16
    best: 43.36 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID x300
    PSNR (Raw)· 2022-07-13
    37.77
    best: 37.8 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID x300
    SSIM· 2022-07-13
    0.934
    best: 0.935 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID SonyA7S2 x100
    PSNR (Raw)· 2022-07-13
    43.16
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID SonyA7S2 x100
    SSIM (Raw)· 2022-07-13
    0.96
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonELD SonyA7S2 x100
    PSNR (Raw)· 2022-07-13
    46.5
    best: 46.74 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonELD SonyA7S2 x100
    SSIM (Raw)· 2022-07-13
    0.985
    best: 0.986 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • Image DenoisingonSID x100
    SSIM· 2022-07-13
    0.96
    best: 0.963 (ELD)
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103

Adversarial12 results

  • 3D ArchitectureonSID SonyA7S2 x250
    PSNR (Raw)· 2022-07-13
    40.92
    best: 41.02 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID SonyA7S2 x250
    SSIM (Raw)· 2022-07-13
    0.947
    best: 0.948 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonELD SonyA7S2 x200
    PSNR (Raw)· 2022-07-13
    44.51
    best: 44.95 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonELD SonyA7S2 x200
    SSIM (Raw)· 2022-07-13
    0.973
    best: 0.977 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID x100
    PSNR (Raw)· 2022-07-13
    43.16
    best: 43.36 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID x300
    PSNR (Raw)· 2022-07-13
    37.77
    best: 37.8 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID x300
    SSIM· 2022-07-13
    0.934
    best: 0.935 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID SonyA7S2 x100
    PSNR (Raw)· 2022-07-13
    43.16
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID SonyA7S2 x100
    SSIM (Raw)· 2022-07-13
    0.96
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonELD SonyA7S2 x100
    PSNR (Raw)· 2022-07-13
    46.5
    best: 46.74 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonELD SonyA7S2 x100
    SSIM (Raw)· 2022-07-13
    0.985
    best: 0.986 (LLD*)
    SOTA
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103
  • 3D ArchitectureonSID x100
    SSIM· 2022-07-13
    0.96
    best: 0.963 (ELD)
    Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise ModelingarXiv:2207.06103