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Models/ARNIQA

ARNIQA

Reported on 16 benchmarks across 2 tasks · 1 paper · 2 SOTA

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

Computer Vision16 results

Image Quality AssessmentonCSIQ
PLCC· 2023-10-20
0.973
SOTA
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonCSIQ
PLCC· 2023-10-20
0.973
SOTA
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonKADID-10k
PLCC· 2023-10-20
0.912
best: 0.98 (RvTC (image-only))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonKADID-10k
SRCC· 2023-10-20
0.908
best: 0.98 (RvTC (image-only))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonTID2013
PLCC· 2023-10-20
0.901
best: 0.956 (UNIQA)
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonTID2013
SRCC· 2023-10-20
0.88
best: 0.953 (UNIQA)
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonCSIQ
SRCC· 2023-10-20
0.962
best: 0.964 (UNIQA)
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonUHD-IQA
PLCC· 2023-10-20
0.694
best: 0.786 (LAR-IQA (KAN head))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
Image Quality AssessmentonUHD-IQA
SRCC· 2023-10-20
0.739
best: 0.836 (LAR-IQA (KAN head))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonKADID-10k
PLCC· 2023-10-20
0.912
best: 0.98 (RvTC (image-only))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonKADID-10k
SRCC· 2023-10-20
0.908
best: 0.98 (RvTC (image-only))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonTID2013
PLCC· 2023-10-20
0.901
best: 0.956 (UNIQA)
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonTID2013
SRCC· 2023-10-20
0.88
best: 0.953 (UNIQA)
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonCSIQ
SRCC· 2023-10-20
0.962
best: 0.964 (UNIQA)
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonUHD-IQA
PLCC· 2023-10-20
0.694
best: 0.786 (LAR-IQA (KAN head))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918
No-Reference Image Quality AssessmentonUHD-IQA
SRCC· 2023-10-20
0.739
best: 0.836 (LAR-IQA (KAN head))
ARNIQA: Learning Distortion Manifold for Image Quality Assessment arXiv:2310.14918