# Image Quality Assessment on CVIU

Source: [Image Quality Assessment on CVIU](<https://www.sota2.com/research/sota/image-quality-assessment-on-cviu>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:03:13.565Z

Evaluation of Image Quality Assessment models on the CVIU dataset, reporting correlation metrics SRCC and PLCC.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Quality Assessment |
| Dataset (including any stated split) | CVIU |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 38 of 38 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [SRCC](<https://www.sota2.com/research/sota/image-quality-assessment-on-cviu.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/image-quality-assessment-on-cviu.md?metric=PLCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| QualiCLIP+ | 0.936 | Not recorded | 68fa775b1e209131cea72a9a |
| CLIP-IQA+ | 0.925 | Not recorded | 68fa775b1e209131cea72a9a |
| ARNIQA | 0.919 | Not recorded | 68fa775b1e209131cea72a9a |
| CONTRIQUE | 0.912 | Not recorded | 68fa775b1e209131cea72a9a |
| Re-IQA | 0.887 | Not recorded | 68fa775b1e209131cea72a9a |
| GRepQ | 0.882 | Not recorded | 68fa775b1e209131cea72a9a |
| QualiCLIP | 0.84 | Not recorded | 68fa775b1e209131cea72a9a |
| QualiCLIP | 0.84 | Not recorded | 68fa775b1e209131cea72a9a |
| QualiCLIP | 0.84 | Not recorded | 68fa775b1e209131cea72a9a |
| CLIP-IQA+ | 0.837 | Not recorded | 68fa775b1e209131cea72a9a |
| HyperIQA | 0.821 | Not recorded | 68fa775b1e209131cea72a9a |
| DBCNN | 0.803 | Not recorded | 68fa775b1e209131cea72a9a |
| GRepQ | 0.799 | Not recorded | 68fa775b1e209131cea72a9a |
| LIQE | 0.797 | Not recorded | 68fa775b1e209131cea72a9a |
| GRepQ | 0.792 | Not recorded | 68fa775b1e209131cea72a9a |
| DBCNN | 0.786 | Not recorded | 68fa775b1e209131cea72a9a |
| QCN | 0.766 | Not recorded | 68fa775b1e209131cea72a9a |
| QCN | 0.765 | Not recorded | 68fa775b1e209131cea72a9a |
| ARNIQA | 0.757 | Not recorded | 68fa775b1e209131cea72a9a |
| QCN | 0.753 | Not recorded | 68fa775b1e209131cea72a9a |
| CLIP-IQA+ | 0.748 | Not recorded | 68fa775b1e209131cea72a9a |
| CLIP-IQA+ | 0.747 | Not recorded | 68fa775b1e209131cea72a9a |
| DBCNN | 0.728 | Not recorded | 68fa775b1e209131cea72a9a |
| CONTRIQUE | 0.719 | Not recorded | 68fa775b1e209131cea72a9a |
| Re-IQA | 0.714 | Not recorded | 68fa775b1e209131cea72a9a |
| TRES | 0.713 | Not recorded | 68fa775b1e209131cea72a9a |
| LIQE | 0.704 | Not recorded | 68fa775b1e209131cea72a9a |
| GRepQ | 0.701 | Not recorded | 68fa775b1e209131cea72a9a |
| Re-IQA | 0.67 | Not recorded | 68fa775b1e209131cea72a9a |
| ARNIQA | 0.632 | Not recorded | 68fa775b1e209131cea72a9a |
| HyperIQA | 0.632 | Not recorded | 68fa775b1e209131cea72a9a |
| CONTRIQUE | 0.616 | Not recorded | 68fa775b1e209131cea72a9a |
| ARNIQA | 0.61 | Not recorded | 68fa775b1e209131cea72a9a |
| CONTRIQUE | 0.583 | Not recorded | 68fa775b1e209131cea72a9a |
| Re-IQA | 0.576 | Not recorded | 68fa775b1e209131cea72a9a |
| LIQE | 0.56 | Not recorded | 68fa775b1e209131cea72a9a |
| TRES | 0.466 | Not recorded | 68fa775b1e209131cea72a9a |
| HyperIQA | 0.361 | Not recorded | 68fa775b1e209131cea72a9a |

### QualiCLIP+

SRCC: 0.936. Result ID: 699493513a6c3148491e1e12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Implementation](<https://github.com/miccunifi/QualiCLIP>)

Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction.

### CLIP-IQA+

SRCC: 0.925. Result ID: 699493513a6c3148491e1e10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d39b.md>)

[Implementation](<https://github.com/IceClear/CLIP-IQA>)

Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction.

### ARNIQA

SRCC: 0.919. Result ID: 699493513a6c3148491e1e0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7ec.md>)

[Implementation](<https://github.com/miccunifi/ARNIQA>)

Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction.

### CONTRIQUE

SRCC: 0.912. Result ID: 699493513a6c3148491e1e0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce51e209131cea369b8.md>)

[Implementation](<https://github.com/pavancm/CONTRIQUE>)

Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction.

### Re-IQA

SRCC: 0.887. Result ID: 699493513a6c3148491e1e0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c24.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction.

### GRepQ

SRCC: 0.882. Result ID: 699493513a6c3148491e1e11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5139b.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false}. This record does not assert independent reproduction.

### QualiCLIP

SRCC: 0.84. Result ID: 699493513a6c3148491e1d57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Implementation](<https://github.com/miccunifi/QualiCLIP>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":true,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### QualiCLIP

SRCC: 0.84. Result ID: 699493513a6c3148491e1dd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Implementation](<https://github.com/miccunifi/QualiCLIP>)

Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction.

### QualiCLIP

SRCC: 0.84. Result ID: 699493513a6c3148491e1e50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Implementation](<https://github.com/miccunifi/QualiCLIP>)

Recorded evaluation configuration: {"Opinion-Unaware":true}. This record does not assert independent reproduction.

### CLIP-IQA+

SRCC: 0.837. Result ID: 699493513a6c3148491e1e4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d39b.md>)

[Implementation](<https://github.com/IceClear/CLIP-IQA>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### HyperIQA

SRCC: 0.821. Result ID: 699493513a6c3148491e1d4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### DBCNN

SRCC: 0.803. Result ID: 699493513a6c3148491e1d4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fe1e209131cea0dcc9.md>)

[Implementation](<https://github.com/zwx8981/BIQA_project>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### GRepQ

SRCC: 0.799. Result ID: 699493513a6c3148491e1dd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5139b.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### LIQE

SRCC: 0.797. Result ID: 699493513a6c3148491e1d50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea427db.md>)

[Implementation](<https://github.com/zwx8981/LIQE>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### GRepQ

SRCC: 0.792. Result ID: 699493513a6c3148491e1d56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5139b.md>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### DBCNN

SRCC: 0.786. Result ID: 699493513a6c3148491e1dca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fe1e209131cea0dcc9.md>)

[Implementation](<https://github.com/zwx8981/BIQA_project>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### QCN

SRCC: 0.766. Result ID: 699493513a6c3148491e1d51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### QCN

SRCC: 0.765. Result ID: 699493513a6c3148491e1e4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### ARNIQA

SRCC: 0.757. Result ID: 699493513a6c3148491e1d54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7ec.md>)

[Implementation](<https://github.com/miccunifi/ARNIQA>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### QCN

SRCC: 0.753. Result ID: 699493513a6c3148491e1dcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### CLIP-IQA+

SRCC: 0.748. Result ID: 699493513a6c3148491e1d55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d39b.md>)

[Implementation](<https://github.com/IceClear/CLIP-IQA>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### CLIP-IQA+

SRCC: 0.747. Result ID: 699493513a6c3148491e1dd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfd1e209131cea3d39b.md>)

[Implementation](<https://github.com/IceClear/CLIP-IQA>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### DBCNN

SRCC: 0.728. Result ID: 699493513a6c3148491e1e47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65fe1e209131cea0dcc9.md>)

[Implementation](<https://github.com/zwx8981/BIQA_project>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### CONTRIQUE

SRCC: 0.719. Result ID: 699493513a6c3148491e1d52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce51e209131cea369b8.md>)

[Implementation](<https://github.com/pavancm/CONTRIQUE>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### Re-IQA

SRCC: 0.714. Result ID: 699493513a6c3148491e1dcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c24.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### TRES

SRCC: 0.713. Result ID: 699493513a6c3148491e1e48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebbe.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### LIQE

SRCC: 0.704. Result ID: 699493513a6c3148491e1e49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea427db.md>)

[Implementation](<https://github.com/zwx8981/LIQE>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### GRepQ

SRCC: 0.701. Result ID: 699493513a6c3148491e1e4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71671e209131cea5139b.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### Re-IQA

SRCC: 0.67. Result ID: 699493513a6c3148491e1d53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c24.md>)

Recorded evaluation configuration: {"OU (Opinion-Unaware)":false,"Train Dataset":"PIPAL","Evaluation Setting":"Cross-dataset"}. This record does not assert independent reproduction.

### ARNIQA

SRCC: 0.632. Result ID: 699493513a6c3148491e1dd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7ec.md>)

[Implementation](<https://github.com/miccunifi/ARNIQA>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### HyperIQA

SRCC: 0.632. Result ID: 699493513a6c3148491e1e46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### CONTRIQUE

SRCC: 0.616. Result ID: 699493513a6c3148491e1dce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce51e209131cea369b8.md>)

[Implementation](<https://github.com/pavancm/CONTRIQUE>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### ARNIQA

SRCC: 0.61. Result ID: 699493513a6c3148491e1e4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7ec.md>)

[Implementation](<https://github.com/miccunifi/ARNIQA>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### CONTRIQUE

SRCC: 0.583. Result ID: 699493513a6c3148491e1e4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ce51e209131cea369b8.md>)

[Implementation](<https://github.com/pavancm/CONTRIQUE>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### Re-IQA

SRCC: 0.576. Result ID: 699493513a6c3148491e1e4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c24.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"training\_dataset":"CLIVE"}. This record does not assert independent reproduction.

### LIQE

SRCC: 0.56. Result ID: 699493513a6c3148491e1dcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ede1e209131cea427db.md>)

[Implementation](<https://github.com/zwx8981/LIQE>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### TRES

SRCC: 0.466. Result ID: 699493513a6c3148491e1dcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebbe.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

### HyperIQA

SRCC: 0.361. Result ID: 699493513a6c3148491e1dc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa775b1e209131cea72a9a.md>)

Recorded evaluation configuration: {"Opinion-Unaware":false,"Training Dataset":"FLIVE"}. This record does not assert independent reproduction.

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