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/TReS

TReS

Reported on 21 benchmarks across 5 tasks · 1 paper · 8 SOTA

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

Computer Vision18 results

Image Quality AssessmentonKADID-10k
PLCC· 2021-08-16
0.858
best: 0.98 (RvTC (image-only))
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Image Quality AssessmentonKADID-10k
SRCC· 2021-08-16
0.859
best: 0.98 (RvTC (image-only))
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Image Quality AssessmentonTID2013
PLCC· 2021-08-16
0.883
best: 0.956 (UNIQA)
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Image Quality AssessmentonTID2013
SRCC· 2021-08-16
0.863
best: 0.953 (UNIQA)
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
No-Reference Image Quality AssessmentonKADID-10k
PLCC· 2021-08-16
0.858
best: 0.98 (RvTC (image-only))
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
No-Reference Image Quality AssessmentonKADID-10k
SRCC· 2021-08-16
0.859
best: 0.98 (RvTC (image-only))
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
No-Reference Image Quality AssessmentonTID2013
PLCC· 2021-08-16
0.883
best: 0.956 (UNIQA)
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
No-Reference Image Quality AssessmentonTID2013
SRCC· 2021-08-16
0.863
best: 0.953 (UNIQA)
SOTA
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Video UnderstandingonMSU SR-QA Dataset
KLCC· 2021-08-16
0.48901
best: 0.69774 (ClipIQA+)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Video UnderstandingonMSU SR-QA Dataset
PLCC· 2021-08-16
0.56277
best: 0.75743 (PieAPP)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Video UnderstandingonMSU SR-QA Dataset
SROCC· 2021-08-16
0.62496
best: 0.75215 (PieAPP)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Image Quality AssessmentonCSIQ
PLCC· 2021-08-16
0.942
best: 0.973 (ARNIQA)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Image Quality AssessmentonCSIQ
SRCC· 2021-08-16
0.922
best: 0.964 (UNIQA)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
VideoonMSU SR-QA Dataset
KLCC· 2021-08-16
0.48901
best: 0.69774 (ClipIQA+)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
VideoonMSU SR-QA Dataset
PLCC· 2021-08-16
0.56277
best: 0.75743 (PieAPP)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
VideoonMSU SR-QA Dataset
SROCC· 2021-08-16
0.62496
best: 0.75215 (PieAPP)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
No-Reference Image Quality AssessmentonCSIQ
PLCC· 2021-08-16
0.942
best: 0.973 (ARNIQA)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
No-Reference Image Quality AssessmentonCSIQ
SRCC· 2021-08-16
0.922
best: 0.964 (UNIQA)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858

Time Series3 results

Video Quality AssessmentonMSU SR-QA Dataset
KLCC· 2021-08-16
0.48901
best: 0.69774 (ClipIQA+)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Video Quality AssessmentonMSU SR-QA Dataset
PLCC· 2021-08-16
0.56277
best: 0.75743 (PieAPP)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858
Video Quality AssessmentonMSU SR-QA Dataset
SROCC· 2021-08-16
0.62496
best: 0.75215 (PieAPP)
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency arXiv:2108.06858