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Models/RC-Net

RC-Net

Reported on 28 benchmarks across 6 tasks · 1 paper · 8 SOTA

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

Computer Vision14 results

  • DenoisingonBSD200 sigma50
    PSNR· 2019-10-19
    32.48
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • DenoisingonBSD200 sigma10
    PSNR· 2019-10-19
    36.36
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • DenoisingonBSD200 sigma70
    PSNR· 2019-10-19
    31.17
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • DenoisingonBSD200 sigma30
    PSNR· 2019-10-19
    33.57
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Image Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2019-10-19
    31.86
    best: 33.12 (WaveMixSR-V2)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Image Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2019-10-19
    33.43
    best: 35.35 (HMA†)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Image Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2019-10-19
    37.42
    best: 39.14 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Image Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2019-10-19
    27.21
    best: 28.16 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Image Super-ResolutiononBSD100 - 3x upscaling
    PSNR· 2019-10-19
    28.76
    best: 29.67 (Hi-IR-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D Object Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2019-10-19
    31.86
    best: 33.12 (WaveMixSR-V2)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D Object Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2019-10-19
    33.43
    best: 35.35 (HMA†)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D Object Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2019-10-19
    37.42
    best: 39.14 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D Object Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2019-10-19
    27.21
    best: 28.16 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D Object Super-ResolutiononBSD100 - 3x upscaling
    PSNR· 2019-10-19
    28.76
    best: 29.67 (Hi-IR-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853

Graphs5 results

  • Super-ResolutiononBSD100 - 2x upscaling
    PSNR· 2019-10-19
    31.86
    best: 33.12 (WaveMixSR-V2)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Super-ResolutiononSet5 - 3x upscaling
    PSNR· 2019-10-19
    33.43
    best: 35.35 (HMA†)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Super-ResolutiononSet5 - 2x upscaling
    PSNR· 2019-10-19
    37.42
    best: 39.14 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Super-ResolutiononBSD100 - 4x upscaling
    PSNR· 2019-10-19
    27.21
    best: 28.16 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • Super-ResolutiononBSD100 - 3x upscaling
    PSNR· 2019-10-19
    28.76
    best: 29.67 (Hi-IR-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853

Methodology5 results

  • 16konBSD100 - 2x upscaling
    PSNR· 2019-10-19
    31.86
    best: 33.12 (WaveMixSR-V2)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 16konSet5 - 3x upscaling
    PSNR· 2019-10-19
    33.43
    best: 35.35 (HMA†)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 16konSet5 - 2x upscaling
    PSNR· 2019-10-19
    37.42
    best: 39.14 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 16konBSD100 - 4x upscaling
    PSNR· 2019-10-19
    27.21
    best: 28.16 (DRCT-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 16konBSD100 - 3x upscaling
    PSNR· 2019-10-19
    28.76
    best: 29.67 (Hi-IR-L)
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853

Adversarial4 results

  • 3D ArchitectureonBSD200 sigma50
    PSNR· 2019-10-19
    32.48
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D ArchitectureonBSD200 sigma10
    PSNR· 2019-10-19
    36.36
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D ArchitectureonBSD200 sigma70
    PSNR· 2019-10-19
    31.17
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853
  • 3D ArchitectureonBSD200 sigma30
    PSNR· 2019-10-19
    33.57
    SOTA
    Image Restoration Using Deep Regulated Convolutional NetworksarXiv:1910.08853