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Models/BVQA-2022

BVQA-2022

Reported on 12 benchmarks across 3 tasks · 1 paper · 12 SOTA

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

Computer Vision8 results

  • Video UnderstandingonLIVE-VQC
    PLCC· uses extra data· 2021-08-19
    0.839
    best: 0.8876 (ReLaX-VQA (finetuned on LIVE-VQC))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • Video UnderstandingonYouTube-UGC
    PLCC· uses extra data· 2021-08-19
    0.8178
    best: 0.874 (DOVER (end-to-end))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • Video UnderstandingonKoNViD-1k
    PLCC· uses extra data· 2021-08-19
    0.834
    best: 0.905 (DOVER (end-to-end))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • Video UnderstandingonLIVE-FB LSVQ
    PLCC· uses extra data· 2021-08-19
    0.854
    best: 0.9 (OneAlign + FAST-VQA)
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • VideoonLIVE-VQC
    PLCC· uses extra data· 2021-08-19
    0.839
    best: 0.8876 (ReLaX-VQA (finetuned on LIVE-VQC))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • VideoonYouTube-UGC
    PLCC· uses extra data· 2021-08-19
    0.8178
    best: 0.874 (DOVER (end-to-end))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • VideoonKoNViD-1k
    PLCC· uses extra data· 2021-08-19
    0.834
    best: 0.905 (DOVER (end-to-end))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • VideoonLIVE-FB LSVQ
    PLCC· uses extra data· 2021-08-19
    0.854
    best: 0.9 (OneAlign + FAST-VQA)
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505

Time Series4 results

  • Video Quality AssessmentonLIVE-VQC
    PLCC· uses extra data· 2021-08-19
    0.839
    best: 0.8876 (ReLaX-VQA (finetuned on LIVE-VQC))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • Video Quality AssessmentonYouTube-UGC
    PLCC· uses extra data· 2021-08-19
    0.8178
    best: 0.874 (DOVER (end-to-end))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • Video Quality AssessmentonKoNViD-1k
    PLCC· uses extra data· 2021-08-19
    0.834
    best: 0.905 (DOVER (end-to-end))
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505
  • Video Quality AssessmentonLIVE-FB LSVQ
    PLCC· uses extra data· 2021-08-19
    0.854
    best: 0.9 (OneAlign + FAST-VQA)
    SOTA
    Blindly Assess Quality of In-the-Wild Videos via Quality-aware Pre-training and Motion PerceptionarXiv:2108.08505