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Models/EMA-VFI

EMA-VFI

Reported on 52 benchmarks across 2 tasks · 2 papers · 28 SOTA

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

Computer Vision52 results

  • VideoonLAVIB
    LPIPS· 2024-06-14
    0.03105
    best: 0.02934 (FLAVR)
    SOTA
    LAVIB: A Large-scale Video Interpolation BenchmarkarXiv:2406.09754
  • Video Frame InterpolationonLAVIB
    LPIPS· 2024-06-14
    0.03105
    best: 0.02934 (FLAVR)
    SOTA
    LAVIB: A Large-scale Video Interpolation BenchmarkarXiv:2406.09754
  • VideoonVimeo90K
    SSIM· 2023-03-01
    0.9819
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonXiph-2K
    PSNR· 2023-03-01
    36.9
    best: 37.13 (VFIMamba)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonXiph-4k
    PSNR· 2023-03-01
    34.67
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonXiph-4k
    SSIM· 2023-03-01
    0.907
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonUCF101
    PSNR· 2023-03-01
    35.48
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (extreme)
    SSIM· 2023-03-01
    0.8661
    best: 0.876 (DBVI)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (hard)
    SSIM· 2023-03-01
    0.9392
    best: 0.953 (DBVI)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonMSU Video Frame Interpolation
    LPIPS· 2023-03-01
    0.022
    best: 0.021 (DQBC)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonMSU Video Frame Interpolation
    MS-SSIM· 2023-03-01
    0.965
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonMSU Video Frame Interpolation
    PSNR· 2023-03-01
    29.89
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonMSU Video Frame Interpolation
    SSIM· 2023-03-01
    0.953
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonMSU Video Frame Interpolation
    VMAF· 2023-03-01
    71.71
    best: 72.12 (DQBC)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonX4K1000FPS-2K
    PSNR· 2023-03-01
    32.85
    best: 33.33 (VFIMamba)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonVimeo90K
    SSIM· 2023-03-01
    0.9819
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonXiph-2K
    PSNR· 2023-03-01
    36.9
    best: 37.13 (VFIMamba)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonXiph-4k
    PSNR· 2023-03-01
    34.67
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonXiph-4k
    SSIM· 2023-03-01
    0.907
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonUCF101
    PSNR· 2023-03-01
    35.48
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (extreme)
    SSIM· 2023-03-01
    0.8661
    best: 0.876 (DBVI)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (hard)
    SSIM· 2023-03-01
    0.9392
    best: 0.953 (DBVI)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonMSU Video Frame Interpolation
    LPIPS· 2023-03-01
    0.022
    best: 0.021 (DQBC)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonMSU Video Frame Interpolation
    MS-SSIM· 2023-03-01
    0.965
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonMSU Video Frame Interpolation
    PSNR· 2023-03-01
    29.89
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonMSU Video Frame Interpolation
    SSIM· 2023-03-01
    0.953
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonMSU Video Frame Interpolation
    VMAF· 2023-03-01
    71.71
    best: 72.12 (DQBC)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonX4K1000FPS-2K
    PSNR· 2023-03-01
    32.85
    best: 33.33 (VFIMamba)
    SOTA
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonLAVIB
    PSNR· 2024-06-14
    33.14
    best: 33.44 (FLAVR)
    LAVIB: A Large-scale Video Interpolation BenchmarkarXiv:2406.09754
  • VideoonLAVIB
    SSIM· 2024-06-14
    0.978
    best: 0.981 (FLAVR)
    LAVIB: A Large-scale Video Interpolation BenchmarkarXiv:2406.09754
  • Video Frame InterpolationonLAVIB
    PSNR· 2024-06-14
    33.14
    best: 33.44 (FLAVR)
    LAVIB: A Large-scale Video Interpolation BenchmarkarXiv:2406.09754
  • Video Frame InterpolationonLAVIB
    SSIM· 2024-06-14
    0.978
    best: 0.981 (FLAVR)
    LAVIB: A Large-scale Video Interpolation BenchmarkarXiv:2406.09754
  • VideoonVimeo90K
    PSNR· 2023-03-01
    36.64
    best: 40.17 (iSeeBetter)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonXiph-2K
    SSIM· 2023-03-01
    0.945
    best: 0.967 (M2M-PWC)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (medium)
    PSNR· 2023-03-01
    36.09
    best: 37.111 (ST-MFNet)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (medium)
    SSIM· 2023-03-01
    0.9801
    best: 0.985 (DBVI)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (easy)
    PSNR· 2023-03-01
    39.98
    best: 40.775 (ST-MFNet)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (easy)
    SSIM· 2023-03-01
    0.991
    best: 0.9912 (VFIMamba)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonUCF101
    SSIM· 2023-03-01
    0.9701
    best: 0.979 (MA-CSPA)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (extreme)
    PSNR· 2023-03-01
    25.69
    best: 25.9 (DBVI)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonSNU-FILM (hard)
    PSNR· 2023-03-01
    30.94
    best: 31.698 (ST-MFNet)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • VideoonX4K1000FPS
    PSNR· 2023-03-01
    31.46
    best: 32.92 (HiFI)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonVimeo90K
    PSNR· 2023-03-01
    36.64
    best: 36.76 (MA-CSPA)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonXiph-2K
    SSIM· 2023-03-01
    0.945
    best: 0.967 (M2M-PWC)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (medium)
    PSNR· 2023-03-01
    36.09
    best: 37.111 (ST-MFNet)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (medium)
    SSIM· 2023-03-01
    0.9801
    best: 0.985 (DBVI)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (easy)
    PSNR· 2023-03-01
    39.98
    best: 40.775 (ST-MFNet)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (easy)
    SSIM· 2023-03-01
    0.991
    best: 0.9912 (VFIMamba)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonUCF101
    SSIM· 2023-03-01
    0.9701
    best: 0.979 (MA-CSPA)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (extreme)
    PSNR· 2023-03-01
    25.69
    best: 25.9 (DBVI)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonSNU-FILM (hard)
    PSNR· 2023-03-01
    30.94
    best: 31.698 (ST-MFNet)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440
  • Video Frame InterpolationonX4K1000FPS
    PSNR· 2023-03-01
    31.46
    best: 32.92 (HiFI)
    Extracting Motion and Appearance via Inter-Frame Attention for Efficient Video Frame InterpolationarXiv:2303.00440