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Models/SROOE

SROOE

Reported on 92 benchmarks across 4 tasks · 1 paper · 32 SOTA

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

Computer Vision46 results

  • Image Super-ResolutiononGeneral100 - 4x upscaling
    LPIPS· 2022-11-24
    0.0753
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononGeneral100 - 4x upscaling
    LR-PSNR· 2022-11-24
    50.11
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    LPIPS· 2022-11-24
    0.0957
    best: 0.0893 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononManga109 - 4x upscaling
    DISTS· 2022-11-24
    0.0351
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononManga109 - 4x upscaling
    LPIPS· 2022-11-24
    0.0524
    best: 0.0461 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononManga109 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.77
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononUrban100 - 4x upscaling
    DISTS· 2022-11-24
    0.0764
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononUrban100 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.32
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononGeneral100 - 4x upscaling
    LPIPS· 2022-11-24
    0.0753
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononGeneral100 - 4x upscaling
    LR-PSNR· 2022-11-24
    50.11
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    LPIPS· 2022-11-24
    0.0957
    best: 0.0893 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    DISTS· 2022-11-24
    0.0351
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    LPIPS· 2022-11-24
    0.0524
    best: 0.0461 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.77
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    DISTS· 2022-11-24
    0.0764
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.32
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononGeneral100 - 4x upscaling
    DISTS· 2022-11-24
    0.0795
    best: 0.1205 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononGeneral100 - 4x upscaling
    PSNR· 2022-11-24
    28.74
    best: 29.94 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononGeneral100 - 4x upscaling
    SSIM· 2022-11-24
    0.8297
    best: 0.8629 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    DISTS· 2022-11-24
    0.0491
    best: 0.1169 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    LRPSNR· 2022-11-24
    50.8
    best: 53.3 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· 2022-11-24
    27.69
    best: 29.25 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· 2022-11-24
    0.7932
    best: 0.9017 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2022-11-24
    28.08
    best: 33.19 (HMA†)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2022-11-24
    0.8554
    best: 0.9366 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononUrban100 - 4x upscaling
    LPIPS· 2022-11-24
    0.1065
    best: 0.0945 (AESOP)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2022-11-24
    24.33
    best: 28.72 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2022-11-24
    0.7707
    best: 0.9481 (SPSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononBSD100 - 4x upscaling
    LPIPS· 2022-11-24
    0.15
    best: 0.1209 (Config (e))
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2022-11-24
    24.87
    best: 28.16 (DRCT-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Image Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2022-11-24
    0.6869
    best: 0.851 (Edge-informed SR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononGeneral100 - 4x upscaling
    DISTS· 2022-11-24
    0.0795
    best: 0.1205 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononGeneral100 - 4x upscaling
    PSNR· 2022-11-24
    28.74
    best: 29.94 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononGeneral100 - 4x upscaling
    SSIM· 2022-11-24
    0.8297
    best: 0.8629 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    DISTS· 2022-11-24
    0.0491
    best: 0.1169 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    LRPSNR· 2022-11-24
    50.8
    best: 53.3 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· 2022-11-24
    27.69
    best: 29.25 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· 2022-11-24
    0.7932
    best: 0.9017 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2022-11-24
    28.08
    best: 33.19 (HMA†)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2022-11-24
    0.8554
    best: 0.9366 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    LPIPS· 2022-11-24
    0.1065
    best: 0.0945 (AESOP)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2022-11-24
    24.33
    best: 28.72 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2022-11-24
    0.7707
    best: 0.9481 (SPSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    LPIPS· 2022-11-24
    0.15
    best: 0.1209 (Config (e))
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2022-11-24
    24.87
    best: 28.16 (DRCT-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2022-11-24
    0.6869
    best: 0.851 (Edge-informed SR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676

Graphs23 results

  • Super-ResolutiononGeneral100 - 4x upscaling
    LPIPS· 2022-11-24
    0.0753
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononGeneral100 - 4x upscaling
    LR-PSNR· 2022-11-24
    50.11
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononDIV2K val - 4x upscaling
    LPIPS· 2022-11-24
    0.0957
    best: 0.0893 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononManga109 - 4x upscaling
    DISTS· 2022-11-24
    0.0351
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononManga109 - 4x upscaling
    LPIPS· 2022-11-24
    0.0524
    best: 0.0461 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononManga109 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.77
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononUrban100 - 4x upscaling
    DISTS· 2022-11-24
    0.0764
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononUrban100 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.32
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononGeneral100 - 4x upscaling
    DISTS· 2022-11-24
    0.0795
    best: 0.1205 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononGeneral100 - 4x upscaling
    PSNR· 2022-11-24
    28.74
    best: 29.94 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononGeneral100 - 4x upscaling
    SSIM· 2022-11-24
    0.8297
    best: 0.8629 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononDIV2K val - 4x upscaling
    DISTS· 2022-11-24
    0.0491
    best: 0.1169 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononDIV2K val - 4x upscaling
    LRPSNR· 2022-11-24
    50.8
    best: 53.3 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononDIV2K val - 4x upscaling
    PSNR· 2022-11-24
    27.69
    best: 29.25 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononDIV2K val - 4x upscaling
    SSIM· 2022-11-24
    0.7932
    best: 0.9017 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2022-11-24
    28.08
    best: 33.19 (HMA†)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2022-11-24
    0.8554
    best: 0.9366 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononUrban100 - 4x upscaling
    LPIPS· 2022-11-24
    0.1065
    best: 0.0945 (AESOP)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2022-11-24
    24.33
    best: 28.72 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2022-11-24
    0.7707
    best: 0.9481 (SPSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononBSD100 - 4x upscaling
    LPIPS· 2022-11-24
    0.15
    best: 0.1209 (Config (e))
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2022-11-24
    24.87
    best: 28.16 (DRCT-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2022-11-24
    0.6869
    best: 0.851 (Edge-informed SR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676

Methodology23 results

  • 16konGeneral100 - 4x upscaling
    LPIPS· 2022-11-24
    0.0753
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konGeneral100 - 4x upscaling
    LR-PSNR· 2022-11-24
    50.11
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konDIV2K val - 4x upscaling
    LPIPS· 2022-11-24
    0.0957
    best: 0.0893 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konManga109 - 4x upscaling
    DISTS· 2022-11-24
    0.0351
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konManga109 - 4x upscaling
    LPIPS· 2022-11-24
    0.0524
    best: 0.0461 (AESOP)
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konManga109 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.77
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konUrban100 - 4x upscaling
    DISTS· 2022-11-24
    0.0764
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konUrban100 - 4x upscaling
    LR-PSNR· 2022-11-24
    48.32
    SOTA
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konGeneral100 - 4x upscaling
    DISTS· 2022-11-24
    0.0795
    best: 0.1205 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konGeneral100 - 4x upscaling
    PSNR· 2022-11-24
    28.74
    best: 29.94 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konGeneral100 - 4x upscaling
    SSIM· 2022-11-24
    0.8297
    best: 0.8629 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konDIV2K val - 4x upscaling
    DISTS· 2022-11-24
    0.0491
    best: 0.1169 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konDIV2K val - 4x upscaling
    LRPSNR· 2022-11-24
    50.8
    best: 53.3 (FxSR-PD t=0.0)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konDIV2K val - 4x upscaling
    PSNR· 2022-11-24
    27.69
    best: 29.25 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konDIV2K val - 4x upscaling
    SSIM· 2022-11-24
    0.7932
    best: 0.9017 (EDSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konManga109 - 4x upscaling
    PSNR· 2022-11-24
    28.08
    best: 33.19 (HMA†)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konManga109 - 4x upscaling
    SSIM· 2022-11-24
    0.8554
    best: 0.9366 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konUrban100 - 4x upscaling
    LPIPS· 2022-11-24
    0.1065
    best: 0.0945 (AESOP)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konUrban100 - 4x upscaling
    PSNR· 2022-11-24
    24.33
    best: 28.72 (Hi-IR-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konUrban100 - 4x upscaling
    SSIM· 2022-11-24
    0.7707
    best: 0.9481 (SPSR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konBSD100 - 4x upscaling
    LPIPS· 2022-11-24
    0.15
    best: 0.1209 (Config (e))
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konBSD100 - 4x upscaling
    PSNR· 2022-11-24
    24.87
    best: 28.16 (DRCT-L)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676
  • 16konBSD100 - 4x upscaling
    SSIM· 2022-11-24
    0.6869
    best: 0.851 (Edge-informed SR)
    Perception-Oriented Single Image Super-Resolution using Optimal Objective EstimationarXiv:2211.13676