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/Hi-IR

Hi-IR

Reported on 120 benchmarks across 4 tasks · 1 paper · 90 SOTA

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

Computer Vision63 results

  • Image RestorationonLive1 (Quality 10 Grayscale)
    PSNR· 2024-11-27
    29.94
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 30 Grayscale)
    PSNR· 2024-11-27
    33.8
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 10 Grayscale)
    PSNR· 2024-11-27
    31.07
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 10 Grayscale)
    SSIM· 2024-11-27
    0.895
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 30 Grayscale)
    PSNR· 2024-11-27
    34.86
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 30 Grayscale)
    SSIM· 2024-11-27
    0.9459
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 40 Grayscale)
    PSNR· 2024-11-27
    34.71
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 40 Grayscale)
    SSIM· 2024-11-27
    0.9347
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 30 Color)
    PSNR· 2024-11-27
    32.02
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 10 Color)
    PSNR· 2024-11-27
    28.36
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 40 Color)
    PSNR· 2024-11-27
    32.92
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 40 Color)
    SSIM· 2024-11-27
    0.9195
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 40 Grayscale)
    PSNR· 2024-11-27
    34.61
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 40 Grayscale)
    SSIM· 2024-11-27
    0.9082
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 20 Grayscale)
    PSNR· 2024-11-27
    32.62
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 20 Color)
    PSNR· 2024-11-27
    30.61
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 20 Color)
    SSIM· 2024-11-27
    0.874
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 40 Color)
    PSNR· 2024-11-27
    33.37
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 40 Color)
    SSIM· 2024-11-27
    0.9373
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 20 Color)
    PSNR· 2024-11-27
    31.36
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 20 Color)
    SSIM· 2024-11-27
    0.9115
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 30 Color)
    PSNR· 2024-11-27
    32.57
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 30 Color)
    SSIM· 2024-11-27
    0.9279
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 30 Grayscale)
    PSNR· 2024-11-27
    33.73
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 20 Grayscale)
    PSNR· 2024-11-27
    33.51
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 20 Grayscale)
    SSIM· 2024-11-27
    0.925
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 20 Color)
    PSNR· 2024-11-27
    30.66
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 10 Color)
    PSNR· 2024-11-27
    29.11
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 10 Color)
    SSIM· 2024-11-27
    0.8727
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 40 Color)
    PSNR· 2024-11-27
    32.94
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 40 Color)
    SSIM· 2024-11-27
    0.921
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 40 Grayscale)
    PSNR· 2024-11-27
    35.77
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonUrban100 (Quality 40 Grayscale)
    SSIM· 2024-11-27
    0.9561
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 30 Color)
    PSNR· 2024-11-27
    31.99
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 30 Color)
    SSIM· 2024-11-27
    0.9035
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 10 Grayscale)
    PSNR· 2024-11-27
    30.38
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 20 Grayscale)
    PSNR· 2024-11-27
    32.31
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 10 Color)
    PSNR· 2024-11-27
    28.35
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonBSD500 (Quality 10 Color)
    SSIM· 2024-11-27
    0.8092
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonUrban100 sigma25
    PSNR· 2024-11-27
    33.34
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Denoisingonurban100 sigma15
    PSNR· 2024-11-27
    35.46
    best: 35.63 (AKDT)
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonUrban100 sigma50
    PSNR· 2024-11-27
    30.59
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonSet12 sigma50
    PSNR· 2024-11-27
    28.15
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonSet12 sigma15
    PSNR· 2024-11-27
    33.48
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonSet12 sigma25
    PSNR· 2024-11-27
    31.19
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLive1 (Quality 10 Grayscale)
    SSIM· 2024-11-27
    0.8359
    best: 0.84 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 30 Grayscale)
    SSIM· 2024-11-27
    0.8962
    best: 0.907 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 30 Color)
    SSIM· 2024-11-27
    0.9063
    best: 0.908 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 10 Color)
    SSIM· 2024-11-27
    0.818
    best: 0.819 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 20 Grayscale)
    SSIM· 2024-11-27
    0.8751
    best: 0.885 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 30 Grayscale)
    SSIM· 2024-11-27
    0.9223
    best: 0.925 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 20 Color)
    SSIM· 2024-11-27
    0.8797
    best: 0.882 (IDCN)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonClassic5 (Quality 10 Grayscale)
    SSIM· 2024-11-27
    0.8266
    best: 0.837 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image RestorationonLIVE1 (Quality 20 Grayscale)
    SSIM· 2024-11-27
    0.8938
    best: 0.901 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonKodak24 sigma50
    PSNR· 2024-11-27
    29.98
    best: 30.13 (DMID-d(MMSE))
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonKodak24 sigma15
    PSNR· 2024-11-27
    35.42
    best: 35.51 (DMID-d)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonMcMaster sigma25
    PSNR· 2024-11-27
    33.44
    best: 34.21 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonMcMaster sigma15
    PSNR· 2024-11-27
    35.69
    best: 36.71 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonKodak24 sigma25
    PSNR· 2024-11-27
    33.01
    best: 33.12 (DMID-d)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonMcMaster sigma50
    PSNR· 2024-11-27
    30.42
    best: 30.95 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonUrban100 sigma25
    PSNR· 2024-11-27
    31.92
    best: 33.34
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • DenoisingonUrban100 sigma50
    PSNR· 2024-11-27
    28.91
    best: 30.59
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Denoisingonurban100 sigma15
    PSNR· 2024-11-27
    34.11
    best: 35.63 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588

Audio48 results

  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    PSNR· 2024-11-27
    29.94
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 30 Grayscale)
    PSNR· 2024-11-27
    33.8
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 10 Grayscale)
    PSNR· 2024-11-27
    31.07
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 10 Grayscale)
    SSIM· 2024-11-27
    0.895
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 30 Grayscale)
    PSNR· 2024-11-27
    34.86
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 30 Grayscale)
    SSIM· 2024-11-27
    0.9459
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 40 Grayscale)
    PSNR· 2024-11-27
    34.71
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 40 Grayscale)
    SSIM· 2024-11-27
    0.9347
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 30 Color)
    PSNR· 2024-11-27
    32.02
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 10 Color)
    PSNR· 2024-11-27
    28.36
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 40 Color)
    PSNR· 2024-11-27
    32.92
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 40 Color)
    SSIM· 2024-11-27
    0.9195
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 40 Grayscale)
    PSNR· 2024-11-27
    34.61
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 40 Grayscale)
    SSIM· 2024-11-27
    0.9082
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 20 Grayscale)
    PSNR· 2024-11-27
    32.62
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 20 Color)
    PSNR· 2024-11-27
    30.61
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 20 Color)
    SSIM· 2024-11-27
    0.874
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 40 Color)
    PSNR· 2024-11-27
    33.37
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 40 Color)
    SSIM· 2024-11-27
    0.9373
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 20 Color)
    PSNR· 2024-11-27
    31.36
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 20 Color)
    SSIM· 2024-11-27
    0.9115
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 30 Color)
    PSNR· 2024-11-27
    32.57
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 30 Color)
    SSIM· 2024-11-27
    0.9279
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 30 Grayscale)
    PSNR· 2024-11-27
    33.73
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 20 Grayscale)
    PSNR· 2024-11-27
    33.51
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 20 Grayscale)
    SSIM· 2024-11-27
    0.925
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 20 Color)
    PSNR· 2024-11-27
    30.66
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 10 Color)
    PSNR· 2024-11-27
    29.11
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 10 Color)
    SSIM· 2024-11-27
    0.8727
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 40 Color)
    PSNR· 2024-11-27
    32.94
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 40 Color)
    SSIM· 2024-11-27
    0.921
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 40 Grayscale)
    PSNR· 2024-11-27
    35.77
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonUrban100 (Quality 40 Grayscale)
    SSIM· 2024-11-27
    0.9561
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 30 Color)
    PSNR· 2024-11-27
    31.99
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 30 Color)
    SSIM· 2024-11-27
    0.9035
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 10 Grayscale)
    PSNR· 2024-11-27
    30.38
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 20 Grayscale)
    PSNR· 2024-11-27
    32.31
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 10 Color)
    PSNR· 2024-11-27
    28.35
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonBSD500 (Quality 10 Color)
    SSIM· 2024-11-27
    0.8092
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLive1 (Quality 10 Grayscale)
    SSIM· 2024-11-27
    0.8359
    best: 0.84 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 30 Grayscale)
    SSIM· 2024-11-27
    0.8962
    best: 0.907 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 30 Color)
    SSIM· 2024-11-27
    0.9063
    best: 0.908 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 10 Color)
    SSIM· 2024-11-27
    0.818
    best: 0.819 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 20 Grayscale)
    SSIM· 2024-11-27
    0.8751
    best: 0.885 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 30 Grayscale)
    SSIM· 2024-11-27
    0.9223
    best: 0.925 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 20 Color)
    SSIM· 2024-11-27
    0.8797
    best: 0.882 (IDCN)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonClassic5 (Quality 10 Grayscale)
    SSIM· 2024-11-27
    0.8266
    best: 0.837 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonLIVE1 (Quality 20 Grayscale)
    SSIM· 2024-11-27
    0.8938
    best: 0.901 (QGAC)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588

Adversarial15 results

  • 3D ArchitectureonUrban100 sigma25
    PSNR· 2024-11-27
    33.34
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Architectureonurban100 sigma15
    PSNR· 2024-11-27
    35.46
    best: 35.63 (AKDT)
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonUrban100 sigma50
    PSNR· 2024-11-27
    30.59
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonSet12 sigma50
    PSNR· 2024-11-27
    28.15
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonSet12 sigma15
    PSNR· 2024-11-27
    33.48
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonSet12 sigma25
    PSNR· 2024-11-27
    31.19
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonKodak24 sigma50
    PSNR· 2024-11-27
    29.98
    best: 30.13 (DMID-d(MMSE))
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonKodak24 sigma15
    PSNR· 2024-11-27
    35.42
    best: 35.51 (DMID-d)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonMcMaster sigma25
    PSNR· 2024-11-27
    33.44
    best: 34.21 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonMcMaster sigma15
    PSNR· 2024-11-27
    35.69
    best: 36.71 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonKodak24 sigma25
    PSNR· 2024-11-27
    33.01
    best: 33.12 (DMID-d)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonMcMaster sigma50
    PSNR· 2024-11-27
    30.42
    best: 30.95 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonUrban100 sigma25
    PSNR· 2024-11-27
    31.92
    best: 33.34
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D ArchitectureonUrban100 sigma50
    PSNR· 2024-11-27
    28.91
    best: 30.59
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Architectureonurban100 sigma15
    PSNR· 2024-11-27
    34.11
    best: 35.63 (AKDT)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588