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Models/DRCT

DRCT

Reported on 80 benchmarks across 4 tasks · 1 paper

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

Computer Vision40 results

  • Image Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2024-03-31
    32.75
    best: 33.12 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononBSD100 - 2x upscaling
    SSIM· 2024-03-31
    0.9071
    best: 0.9326 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet14 - 2x upscaling
    PSNR· 2024-03-31
    34.96
    best: 35.36 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet14 - 2x upscaling
    SSIM· 2024-03-31
    0.9287
    best: 0.9311 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2024-03-31
    29.4
    best: 29.54 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2024-03-31
    0.8003
    best: 0.894 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2024-03-31
    35.18
    best: 35.35 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2024-03-31
    0.9338
    best: 0.938 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2024-03-31
    32.96
    best: 33.19 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2024-03-31
    0.9324
    best: 0.9366 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2024-03-31
    34.54
    best: 35.24 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2024-03-31
    0.9474
    best: 0.9516 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2024-03-31
    38.72
    best: 39.14 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2024-03-31
    0.9646
    best: 0.9663 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2024-03-31
    40.41
    best: 41.22 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2024-03-31
    0.9814
    best: 0.9846 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2024-03-31
    28.4
    best: 28.72 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2024-03-31
    0.8457
    best: 0.9481 (SPSR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2024-03-31
    28.06
    best: 28.16 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Image Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2024-03-31
    0.7533
    best: 0.851 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2024-03-31
    32.75
    best: 33.12 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononBSD100 - 2x upscaling
    SSIM· 2024-03-31
    0.9071
    best: 0.9326 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet14 - 2x upscaling
    PSNR· 2024-03-31
    34.96
    best: 35.36 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet14 - 2x upscaling
    SSIM· 2024-03-31
    0.9287
    best: 0.9311 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2024-03-31
    29.4
    best: 29.54 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2024-03-31
    0.8003
    best: 0.894 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2024-03-31
    35.18
    best: 35.35 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2024-03-31
    0.9338
    best: 0.938 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2024-03-31
    32.96
    best: 33.19 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2024-03-31
    0.9324
    best: 0.9366 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2024-03-31
    34.54
    best: 35.24 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2024-03-31
    0.9474
    best: 0.9516 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2024-03-31
    38.72
    best: 39.14 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2024-03-31
    0.9646
    best: 0.9663 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2024-03-31
    40.41
    best: 41.22 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2024-03-31
    0.9814
    best: 0.9846 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2024-03-31
    28.4
    best: 28.72 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2024-03-31
    0.8457
    best: 0.9481 (SPSR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2024-03-31
    28.06
    best: 28.16 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2024-03-31
    0.7533
    best: 0.851 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722

Graphs20 results

  • Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2024-03-31
    32.75
    best: 33.12 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononBSD100 - 2x upscaling
    SSIM· 2024-03-31
    0.9071
    best: 0.9326 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet14 - 2x upscaling
    PSNR· 2024-03-31
    34.96
    best: 35.36 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet14 - 2x upscaling
    SSIM· 2024-03-31
    0.9287
    best: 0.9311 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet14 - 4x upscaling
    PSNR· 2024-03-31
    29.4
    best: 29.54 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet14 - 4x upscaling
    SSIM· 2024-03-31
    0.8003
    best: 0.894 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2024-03-31
    35.18
    best: 35.35 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet5 - 3x upscaling
    SSIM· 2024-03-31
    0.9338
    best: 0.938 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononManga109 - 4x upscaling
    PSNR· 2024-03-31
    32.96
    best: 33.19 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononManga109 - 4x upscaling
    SSIM· 2024-03-31
    0.9324
    best: 0.9366 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononUrban100 - 2x upscaling
    PSNR· 2024-03-31
    34.54
    best: 35.24 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononUrban100 - 2x upscaling
    SSIM· 2024-03-31
    0.9474
    best: 0.9516 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2024-03-31
    38.72
    best: 39.14 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononSet5 - 2x upscaling
    SSIM· 2024-03-31
    0.9646
    best: 0.9663 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononManga109 - 2x upscaling
    PSNR· 2024-03-31
    40.41
    best: 41.22 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononManga109 - 2x upscaling
    SSIM· 2024-03-31
    0.9814
    best: 0.9846 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononUrban100 - 4x upscaling
    PSNR· 2024-03-31
    28.4
    best: 28.72 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononUrban100 - 4x upscaling
    SSIM· 2024-03-31
    0.8457
    best: 0.9481 (SPSR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2024-03-31
    28.06
    best: 28.16 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • Super-ResolutiononBSD100 - 4x upscaling
    SSIM· 2024-03-31
    0.7533
    best: 0.851 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722

Methodology20 results

  • 16konBSD100 - 2x upscaling
    PSNR· 2024-03-31
    32.75
    best: 33.12 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konBSD100 - 2x upscaling
    SSIM· 2024-03-31
    0.9071
    best: 0.9326 (WaveMixSR-V2)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet14 - 2x upscaling
    PSNR· 2024-03-31
    34.96
    best: 35.36 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet14 - 2x upscaling
    SSIM· 2024-03-31
    0.9287
    best: 0.9311 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet14 - 4x upscaling
    PSNR· 2024-03-31
    29.4
    best: 29.54 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet14 - 4x upscaling
    SSIM· 2024-03-31
    0.8003
    best: 0.894 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet5 - 3x upscaling
    PSNR· 2024-03-31
    35.18
    best: 35.35 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet5 - 3x upscaling
    SSIM· 2024-03-31
    0.9338
    best: 0.938 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konManga109 - 4x upscaling
    PSNR· 2024-03-31
    32.96
    best: 33.19 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konManga109 - 4x upscaling
    SSIM· 2024-03-31
    0.9324
    best: 0.9366 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konUrban100 - 2x upscaling
    PSNR· 2024-03-31
    34.54
    best: 35.24 (HMA†)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konUrban100 - 2x upscaling
    SSIM· 2024-03-31
    0.9474
    best: 0.9516 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet5 - 2x upscaling
    PSNR· 2024-03-31
    38.72
    best: 39.14 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konSet5 - 2x upscaling
    SSIM· 2024-03-31
    0.9646
    best: 0.9663 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konManga109 - 2x upscaling
    PSNR· 2024-03-31
    40.41
    best: 41.22 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konManga109 - 2x upscaling
    SSIM· 2024-03-31
    0.9814
    best: 0.9846 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konUrban100 - 4x upscaling
    PSNR· 2024-03-31
    28.4
    best: 28.72 (Hi-IR-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konUrban100 - 4x upscaling
    SSIM· 2024-03-31
    0.8457
    best: 0.9481 (SPSR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konBSD100 - 4x upscaling
    PSNR· 2024-03-31
    28.06
    best: 28.16 (DRCT-L)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722
  • 16konBSD100 - 4x upscaling
    SSIM· 2024-03-31
    0.7533
    best: 0.851 (Edge-informed SR)
    DRCT: Saving Image Super-resolution away from Information BottleneckarXiv:2404.00722