Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/CONTRIQUE

CONTRIQUE

Reported on 31 benchmarks across 5 tasks · 1 paper · 14 SOTA

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

Computer Vision26 results

Video UnderstandingonLIVE-ETRI
SRCC· uses extra data· 2021-10-25
0.931
best: 0.939 (CONVIQT)
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video UnderstandingonKoNViD-1k
PLCC· uses extra data· 2021-10-25
0.842
best: 0.905 (DOVER (end-to-end))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonKADID-10k
PLCC· 2021-10-25
0.937
best: 0.98 (RvTC (image-only))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonKADID-10k
SRCC· 2021-10-25
0.934
best: 0.98 (RvTC (image-only))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonUHD-IQA
PLCC· 2021-10-25
0.678
best: 0.786 (LAR-IQA (KAN head))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonUHD-IQA
SRCC· 2021-10-25
0.732
best: 0.836 (LAR-IQA (KAN head))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
VideoonLIVE-ETRI
SRCC· uses extra data· 2021-10-25
0.931
best: 0.939 (CONVIQT)
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
VideoonKoNViD-1k
PLCC· uses extra data· 2021-10-25
0.842
best: 0.905 (DOVER (end-to-end))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonKADID-10k
PLCC· 2021-10-25
0.937
best: 0.98 (RvTC (image-only))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonKADID-10k
SRCC· 2021-10-25
0.934
best: 0.98 (RvTC (image-only))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonUHD-IQA
PLCC· 2021-10-25
0.678
best: 0.786 (LAR-IQA (KAN head))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonUHD-IQA
SRCC· 2021-10-25
0.732
best: 0.836 (LAR-IQA (KAN head))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video UnderstandingonLIVE-VQC
PLCC· uses extra data· 2021-10-25
0.822
best: 0.8876 (ReLaX-VQA (finetuned on LIVE-VQC))
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video UnderstandingonYouTube-UGC
PLCC· uses extra data· 2021-10-25
0.813
best: 0.874 (DOVER (end-to-end))
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video UnderstandingonLIVE-FB LSVQ
PLCC· uses extra data· 2021-10-25
0.826
best: 0.9 (OneAlign + FAST-VQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonTID2013
PLCC· 2021-10-25
0.857
best: 0.956 (UNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonTID2013
SRCC· 2021-10-25
0.843
best: 0.953 (UNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonCSIQ
PLCC· 2021-10-25
0.955
best: 0.973 (ARNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Image Quality AssessmentonCSIQ
SRCC· 2021-10-25
0.942
best: 0.964 (UNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
VideoonLIVE-VQC
PLCC· uses extra data· 2021-10-25
0.822
best: 0.8876 (ReLaX-VQA (finetuned on LIVE-VQC))
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
VideoonYouTube-UGC
PLCC· uses extra data· 2021-10-25
0.813
best: 0.874 (DOVER (end-to-end))
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
VideoonLIVE-FB LSVQ
PLCC· uses extra data· 2021-10-25
0.826
best: 0.9 (OneAlign + FAST-VQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonTID2013
PLCC· 2021-10-25
0.857
best: 0.956 (UNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonTID2013
SRCC· 2021-10-25
0.843
best: 0.953 (UNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonCSIQ
PLCC· 2021-10-25
0.955
best: 0.973 (ARNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
No-Reference Image Quality AssessmentonCSIQ
SRCC· 2021-10-25
0.942
best: 0.964 (UNIQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266

Time Series5 results

Video Quality AssessmentonLIVE-ETRI
SRCC· uses extra data· 2021-10-25
0.931
best: 0.939 (CONVIQT)
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video Quality AssessmentonKoNViD-1k
PLCC· uses extra data· 2021-10-25
0.842
best: 0.905 (DOVER (end-to-end))
SOTA
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video Quality AssessmentonLIVE-VQC
PLCC· uses extra data· 2021-10-25
0.822
best: 0.8876 (ReLaX-VQA (finetuned on LIVE-VQC))
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video Quality AssessmentonYouTube-UGC
PLCC· uses extra data· 2021-10-25
0.813
best: 0.874 (DOVER (end-to-end))
Image Quality Assessment using Contrastive Learning arXiv:2110.13266
Video Quality AssessmentonLIVE-FB LSVQ
PLCC· uses extra data· 2021-10-25
0.826
best: 0.9 (OneAlign + FAST-VQA)
Image Quality Assessment using Contrastive Learning arXiv:2110.13266