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Models/Index Network

Index Network

Reported on 17 benchmarks across 7 tasks · 1 paper · 1 SOTA

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

Computer Vision8 results

  • Scene SegmentationonSUN-RGBD
    Mean IoU· 2019-08-11
    33.48
    best: 50.6 (ICM)
    SOTA
    Index NetworkarXiv:1908.09895
  • Depth EstimationonNYU-Depth V2
    RMSE· 2019-08-11
    0.565
    best: 0.013 (Defocus/DepthNet (Normalized))
    Index NetworkarXiv:1908.09895
  • DenoisingonSet12 sigma50
    PSNR· 2019-08-11
    27.29
    best: 28.15 (Hi-IR)
    Index NetworkarXiv:1908.09895
  • DenoisingonSet12 sigma15
    PSNR· 2019-08-11
    32.82
    best: 33.48 (Hi-IR)
    Index NetworkarXiv:1908.09895
  • DenoisingonBSD68 sigma15
    PSNR· 2019-08-11
    31.23
    best: 34.01 (RIDNet)
    Index NetworkarXiv:1908.09895
  • DenoisingonSet12 sigma30
    PSNR· 2019-08-11
    30.43
    best: 30.8 (NLRN)
    Index NetworkarXiv:1908.09895
  • DenoisingonBSD68 sigma25
    PSNR· 2019-08-11
    29.06
    best: 31.37 (RIDNet)
    Index NetworkarXiv:1908.09895
  • DenoisingonBSD68 sigma50
    PSNR· 2019-08-11
    26.34
    best: 30.08 (MaIR+)
    Index NetworkarXiv:1908.09895

Adversarial6 results

  • 3D ArchitectureonSet12 sigma50
    PSNR· 2019-08-11
    27.29
    best: 28.15 (Hi-IR)
    Index NetworkarXiv:1908.09895
  • 3D ArchitectureonSet12 sigma15
    PSNR· 2019-08-11
    32.82
    best: 33.48 (Hi-IR)
    Index NetworkarXiv:1908.09895
  • 3D ArchitectureonBSD68 sigma15
    PSNR· 2019-08-11
    31.23
    best: 34.01 (RIDNet)
    Index NetworkarXiv:1908.09895
  • 3D ArchitectureonSet12 sigma30
    PSNR· 2019-08-11
    30.43
    best: 30.8 (NLRN)
    Index NetworkarXiv:1908.09895
  • 3D ArchitectureonBSD68 sigma25
    PSNR· 2019-08-11
    29.06
    best: 31.37 (RIDNet)
    Index NetworkarXiv:1908.09895
  • 3D ArchitectureonBSD68 sigma50
    PSNR· 2019-08-11
    26.34
    best: 30.08 (MaIR+)
    Index NetworkarXiv:1908.09895

Medical1 result

  • Semantic SegmentationonSUN-RGBD
    Mean IoU· 2019-08-11
    33.48
    best: 54.6 (GeminiFusion (Swin-Large))
    Index NetworkarXiv:1908.09895

Methodology1 result

  • 3DonNYU-Depth V2
    RMSE· 2019-08-11
    0.565
    best: 0.013 (Defocus/DepthNet (Normalized))
    Index NetworkarXiv:1908.09895

Audio1 result

  • 10-shot image generationonSUN-RGBD
    Mean IoU· 2019-08-11
    33.48
    best: 54.6 (GeminiFusion (Swin-Large))
    Index NetworkarXiv:1908.09895