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Models/VRT (REDS)

VRT (REDS)

Reported on 44 benchmarks across 4 tasks · 1 paper · 16 SOTA

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

Computer Vision11 results

  • DeblurringonBASED
    ERQAv2.0· 2022-01-28
    0.74874
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonBASED
    LPIPS· 2022-01-28
    0.08248
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonBASED
    SSIM· 2022-01-28
    0.94503
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonMSU BASED
    ERQAv2.0· 2022-01-28
    0.75056
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonBASED
    PSNR· 2022-01-28
    30.97878
    best: 31.42945 (VRT (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonBASED
    VMAF· 2022-01-28
    66.81782
    best: 66.91781 (DeblurGAN Inception)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonMSU BASED
    LPIPS· 2022-01-28
    0.08248
    best: 0.07836 (MAXIM (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonMSU BASED
    PSNR· 2022-01-28
    30.97878
    best: 31.76111 (Restormer)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonMSU BASED
    SSIM· 2022-01-28
    0.94601
    best: 0.95035 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonMSU BASED
    Subjective· 2022-01-28
    1.566
    best: 2.8405 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • DeblurringonMSU BASED
    VMAF· 2022-01-28
    66.81782
    best: 67.7557 (MAXIM (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288

Methodology11 results

  • 2D ClassificationonBASED
    ERQAv2.0· 2022-01-28
    0.74874
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonBASED
    LPIPS· 2022-01-28
    0.08248
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonBASED
    SSIM· 2022-01-28
    0.94503
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonMSU BASED
    ERQAv2.0· 2022-01-28
    0.75056
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonBASED
    PSNR· 2022-01-28
    30.97878
    best: 31.42945 (VRT (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonBASED
    VMAF· 2022-01-28
    66.81782
    best: 66.91781 (DeblurGAN Inception)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonMSU BASED
    LPIPS· 2022-01-28
    0.08248
    best: 0.07836 (MAXIM (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonMSU BASED
    PSNR· 2022-01-28
    30.97878
    best: 31.76111 (Restormer)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonMSU BASED
    SSIM· 2022-01-28
    0.94601
    best: 0.95035 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonMSU BASED
    Subjective· 2022-01-28
    1.566
    best: 2.8405 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 2D ClassificationonMSU BASED
    VMAF· 2022-01-28
    66.81782
    best: 67.7557 (MAXIM (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288

Audio11 results

  • 10-shot image generationonBASED
    ERQAv2.0· 2022-01-28
    0.74874
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonBASED
    LPIPS· 2022-01-28
    0.08248
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonBASED
    SSIM· 2022-01-28
    0.94503
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonMSU BASED
    ERQAv2.0· 2022-01-28
    0.75056
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonBASED
    PSNR· 2022-01-28
    30.97878
    best: 31.42945 (VRT (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonBASED
    VMAF· 2022-01-28
    66.81782
    best: 66.91781 (DeblurGAN Inception)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonMSU BASED
    LPIPS· 2022-01-28
    0.08248
    best: 0.07836 (MAXIM (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonMSU BASED
    PSNR· 2022-01-28
    30.97878
    best: 31.76111 (Restormer)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonMSU BASED
    SSIM· 2022-01-28
    0.94601
    best: 0.95035 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonMSU BASED
    Subjective· 2022-01-28
    1.566
    best: 2.8405 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • 10-shot image generationonMSU BASED
    VMAF· 2022-01-28
    66.81782
    best: 67.7557 (MAXIM (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288

Computer Code11 results

  • Blind Image DeblurringonBASED
    ERQAv2.0· 2022-01-28
    0.74874
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonBASED
    LPIPS· 2022-01-28
    0.08248
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonBASED
    SSIM· 2022-01-28
    0.94503
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonMSU BASED
    ERQAv2.0· 2022-01-28
    0.75056
    SOTA
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonBASED
    PSNR· 2022-01-28
    30.97878
    best: 31.42945 (VRT (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonBASED
    VMAF· 2022-01-28
    66.81782
    best: 66.91781 (DeblurGAN Inception)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonMSU BASED
    LPIPS· 2022-01-28
    0.08248
    best: 0.07836 (MAXIM (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonMSU BASED
    PSNR· 2022-01-28
    30.97878
    best: 31.76111 (Restormer)
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonMSU BASED
    SSIM· 2022-01-28
    0.94601
    best: 0.95035 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonMSU BASED
    Subjective· 2022-01-28
    1.566
    best: 2.8405 (NAFNet (REDS))
    VRT: A Video Restoration TransformerarXiv:2201.12288
  • Blind Image DeblurringonMSU BASED
    VMAF· 2022-01-28
    66.81782
    best: 67.7557 (MAXIM (GoPro))
    VRT: A Video Restoration TransformerarXiv:2201.12288