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Models/Hi-IR-L

Hi-IR-L

Reported on 128 benchmarks across 7 tasks · 1 paper · 68 SOTA

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

Computer Vision62 results

  • Image Super-ResolutiononSet14 - 3x upscaling
    PSNR· 2024-11-27
    31.55
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet14 - 3x upscaling
    SSIM· 2024-11-27
    0.8616
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet5 - 4x upscaling
    SSIM· 2024-11-27
    0.9103
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet14 - 2x upscaling
    SSIM· 2024-11-27
    0.9311
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2024-11-27
    0.938
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2024-11-27
    0.9366
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononManga109 - 3x upscaling
    PSNR· 2024-11-27
    36.12
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononManga109 - 3x upscaling
    SSIM· 2024-11-27
    0.9588
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2024-11-27
    0.9663
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2024-11-27
    41.22
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2024-11-27
    0.9846
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2024-11-27
    28.72
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononUrban100 - 3x upscaling
    PSNR· 2024-11-27
    31.07
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononUrban100 - 3x upscaling
    SSIM· 2024-11-27
    0.902
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononBSD100 - 3x upscaling
    PSNR· 2024-11-27
    29.67
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononBSD100 - 3x upscaling
    SSIM· 2024-11-27
    0.8256
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image DeblurringonHIDE (trained on GOPRO)
    PSNR· 2024-11-27
    31.64
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet14 - 3x upscaling
    PSNR· 2024-11-27
    31.55
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet14 - 3x upscaling
    SSIM· 2024-11-27
    0.8616
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet5 - 4x upscaling
    SSIM· 2024-11-27
    0.9103
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet14 - 2x upscaling
    SSIM· 2024-11-27
    0.9311
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2024-11-27
    0.938
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2024-11-27
    0.9366
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononManga109 - 3x upscaling
    PSNR· 2024-11-27
    36.12
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononManga109 - 3x upscaling
    SSIM· 2024-11-27
    0.9588
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2024-11-27
    0.9663
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2024-11-27
    41.22
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2024-11-27
    0.9846
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2024-11-27
    28.72
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononUrban100 - 3x upscaling
    PSNR· 2024-11-27
    31.07
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononUrban100 - 3x upscaling
    SSIM· 2024-11-27
    0.902
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononBSD100 - 3x upscaling
    PSNR· 2024-11-27
    29.67
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononBSD100 - 3x upscaling
    SSIM· 2024-11-27
    0.8256
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2024-11-27
    32.77
    best: 33.12 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononBSD100 - 2x upscaling
    SSIM· 2024-11-27
    0.9092
    best: 0.9326 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet5 - 4x upscaling
    PSNR· 2024-11-27
    33.22
    best: 33.38 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet14 - 2x upscaling
    PSNR· 2024-11-27
    35.27
    best: 35.36 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2024-11-27
    29.49
    best: 29.54 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2024-11-27
    0.8041
    best: 0.894 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2024-11-27
    35.2
    best: 35.35 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2024-11-27
    33.13
    best: 33.19 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2024-11-27
    35.16
    best: 35.24 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2024-11-27
    0.9505
    best: 0.9516 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2024-11-27
    38.87
    best: 39.14 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2024-11-27
    0.8514
    best: 0.9481 (SPSR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2024-11-27
    28.13
    best: 28.16 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2024-11-27
    0.7622
    best: 0.851 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Image DeblurringonGoPro
    PSNR· 2024-11-27
    33.99
    best: 34.6 (AdaRevD)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2024-11-27
    32.77
    best: 33.12 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononBSD100 - 2x upscaling
    SSIM· 2024-11-27
    0.9092
    best: 0.9326 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet5 - 4x upscaling
    PSNR· 2024-11-27
    33.22
    best: 33.38 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet14 - 2x upscaling
    PSNR· 2024-11-27
    35.27
    best: 35.36 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2024-11-27
    29.49
    best: 29.54 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2024-11-27
    0.8041
    best: 0.894 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2024-11-27
    35.2
    best: 35.35 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2024-11-27
    33.13
    best: 33.19 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2024-11-27
    35.16
    best: 35.24 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2024-11-27
    0.9505
    best: 0.9516 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2024-11-27
    38.87
    best: 39.14 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2024-11-27
    0.8514
    best: 0.9481 (SPSR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2024-11-27
    28.13
    best: 28.16 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2024-11-27
    0.7622
    best: 0.851 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588

Methodology32 results

  • 16konSet14 - 3x upscaling
    PSNR· 2024-11-27
    31.55
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet14 - 3x upscaling
    SSIM· 2024-11-27
    0.8616
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet5 - 4x upscaling
    SSIM· 2024-11-27
    0.9103
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet14 - 2x upscaling
    SSIM· 2024-11-27
    0.9311
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet5 - 3x upscaling
    SSIM· 2024-11-27
    0.938
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konManga109 - 4x upscaling
    SSIM· 2024-11-27
    0.9366
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konManga109 - 3x upscaling
    PSNR· 2024-11-27
    36.12
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konManga109 - 3x upscaling
    SSIM· 2024-11-27
    0.9588
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet5 - 2x upscaling
    SSIM· 2024-11-27
    0.9663
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konManga109 - 2x upscaling
    PSNR· 2024-11-27
    41.22
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konManga109 - 2x upscaling
    SSIM· 2024-11-27
    0.9846
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konUrban100 - 4x upscaling
    PSNR· 2024-11-27
    28.72
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konUrban100 - 3x upscaling
    PSNR· 2024-11-27
    31.07
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konUrban100 - 3x upscaling
    SSIM· 2024-11-27
    0.902
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konBSD100 - 3x upscaling
    PSNR· 2024-11-27
    29.67
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konBSD100 - 3x upscaling
    SSIM· 2024-11-27
    0.8256
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konHIDE (trained on GOPRO)
    PSNR· 2024-11-27
    31.64
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konBSD100 - 2x upscaling
    PSNR· 2024-11-27
    32.77
    best: 33.12 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konBSD100 - 2x upscaling
    SSIM· 2024-11-27
    0.9092
    best: 0.9326 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet5 - 4x upscaling
    PSNR· 2024-11-27
    33.22
    best: 33.38 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet14 - 2x upscaling
    PSNR· 2024-11-27
    35.27
    best: 35.36 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet14 - 4x upscaling
    PSNR· 2024-11-27
    29.49
    best: 29.54 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet14 - 4x upscaling
    SSIM· 2024-11-27
    0.8041
    best: 0.894 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet5 - 3x upscaling
    PSNR· 2024-11-27
    35.2
    best: 35.35 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konManga109 - 4x upscaling
    PSNR· 2024-11-27
    33.13
    best: 33.19 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konUrban100 - 2x upscaling
    PSNR· 2024-11-27
    35.16
    best: 35.24 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konUrban100 - 2x upscaling
    SSIM· 2024-11-27
    0.9505
    best: 0.9516 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konSet5 - 2x upscaling
    PSNR· 2024-11-27
    38.87
    best: 39.14 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konUrban100 - 4x upscaling
    SSIM· 2024-11-27
    0.8514
    best: 0.9481 (SPSR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konBSD100 - 4x upscaling
    PSNR· 2024-11-27
    28.13
    best: 28.16 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konBSD100 - 4x upscaling
    SSIM· 2024-11-27
    0.7622
    best: 0.851 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 16konGoPro
    PSNR· 2024-11-27
    33.99
    best: 34.6 (AdaRevD)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588

Graphs30 results

  • Super-ResolutiononSet14 - 3x upscaling
    PSNR· 2024-11-27
    31.55
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet14 - 3x upscaling
    SSIM· 2024-11-27
    0.8616
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet5 - 4x upscaling
    SSIM· 2024-11-27
    0.9103
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet14 - 2x upscaling
    SSIM· 2024-11-27
    0.9311
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2024-11-27
    0.938
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2024-11-27
    0.9366
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononManga109 - 3x upscaling
    PSNR· 2024-11-27
    36.12
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononManga109 - 3x upscaling
    SSIM· 2024-11-27
    0.9588
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2024-11-27
    0.9663
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2024-11-27
    41.22
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2024-11-27
    0.9846
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2024-11-27
    28.72
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononUrban100 - 3x upscaling
    PSNR· 2024-11-27
    31.07
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononUrban100 - 3x upscaling
    SSIM· 2024-11-27
    0.902
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononBSD100 - 3x upscaling
    PSNR· 2024-11-27
    29.67
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononBSD100 - 3x upscaling
    SSIM· 2024-11-27
    0.8256
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2024-11-27
    32.77
    best: 33.12 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononBSD100 - 2x upscaling
    SSIM· 2024-11-27
    0.9092
    best: 0.9326 (WaveMixSR-V2)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet5 - 4x upscaling
    PSNR· 2024-11-27
    33.22
    best: 33.38 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet14 - 2x upscaling
    PSNR· 2024-11-27
    35.27
    best: 35.36 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2024-11-27
    29.49
    best: 29.54 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2024-11-27
    0.8041
    best: 0.894 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2024-11-27
    35.2
    best: 35.35 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2024-11-27
    33.13
    best: 33.19 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2024-11-27
    35.16
    best: 35.24 (HMA†)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2024-11-27
    0.9505
    best: 0.9516 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2024-11-27
    38.87
    best: 39.14 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2024-11-27
    0.8514
    best: 0.9481 (SPSR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2024-11-27
    28.13
    best: 28.16 (DRCT-L)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2024-11-27
    0.7622
    best: 0.851 (Edge-informed SR)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588

Audio4 results

  • 10-shot image generationonHIDE (trained on GOPRO)
    PSNR· 2024-11-27
    31.64
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 1 Image, 2*2 StitchionHIDE (trained on GOPRO)
    PSNR· 2024-11-27
    31.64
    SOTA
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 10-shot image generationonGoPro
    PSNR· 2024-11-27
    33.99
    best: 35.98 (BSSTNet)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588
  • 1 Image, 2*2 StitchionGoPro
    PSNR· 2024-11-27
    33.99
    best: 34.6 (AdaRevD)
    Hierarchical Information Flow for Generalized Efficient Image RestorationarXiv:2411.18588