# No-Reference Image Quality Assessment on KonIQ-10k (test)

Source: [No-Reference Image Quality Assessment on KonIQ-10k (test)](<https://www.sota2.com/research/sota/no-reference-image-quality-assessment-on-koniq-10k-test>)

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

Data updated: 2026-03-17T07:12:26.600Z

Evaluation of No-Reference Image Quality Assessment performance on the test split of the KonIQ-10k 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 | No-Reference Image Quality Assessment |
| Dataset (including any stated split) | KonIQ-10k (test) |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| 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/no-reference-image-quality-assessment-on-koniq-10k-test.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/no-reference-image-quality-assessment-on-koniq-10k-test.md?metric=PLCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| Re-IQA | 0.883 | Not recorded | 68fa775b1e209131cea72a9a |
| GRepQ | 0.882 | Not recorded | 68fa775b1e209131cea72a9a |
| CONTRIQUE | 0.874 | Not recorded | 68fa775b1e209131cea72a9a |
| CLIP-IQA+ | 0.873 | Not recorded | 68fa775b1e209131cea72a9a |
| ARNIQA | 0.869 | Not recorded | 68fa775b1e209131cea72a9a |
| QualiCLIP | 0.817 | Not recorded | 68fa775b1e209131cea72a9a |
| B Sig | 0.808 | Not recorded | 68fa7b871e209131cea88ea3 |
| B Sig | 0.807 | Not recorded | 68fa7b871e209131cea88ea3 |
| B Gated | 0.804 | Not recorded | 68fa7b871e209131cea88ea3 |
| LGDM | 0.802 | Not recorded | 68fa7b871e209131cea88ea3 |
| B Gated | 0.796 | Not recorded | 68fa7b871e209131cea88ea3 |
| LGDM | 0.794 | Not recorded | 68fa7b871e209131cea88ea3 |
| DP-IQA | 0.781 | Not recorded | 68fa7b871e209131cea88ea3 |
| GRepQ-OU | 0.776 | Not recorded | 68fa775b1e209131cea72a9a |
| HyperIQA | 0.772 | Not recorded | 68fa7b871e209131cea88ea3 |
| DP-IQA | 0.771 | Not recorded | 68fa7b871e209131cea88ea3 |
| LoDa | 0.763 | Not recorded | 68fa7b871e209131cea88ea3 |
| B | 0.763 | Not recorded | 68fa7b871e209131cea88ea3 |
| HyperIQA | 0.758 | Not recorded | 68fa7b871e209131cea88ea3 |
| P2P-BM | 0.755 | Not recorded | 68fa7b871e209131cea88ea3 |
| DBCNN | 0.754 | Not recorded | 68fa7b871e209131cea88ea3 |
| ARNIQA-OU | 0.746 | Not recorded | 68fa775b1e209131cea72a9a |
| LoDa | 0.745 | Not recorded | 68fa7b871e209131cea88ea3 |
| P2P-BM | 0.74 | Not recorded | 68fa7b871e209131cea88ea3 |
| MDFS | 0.739 | Not recorded | 68fa775b1e209131cea72a9a |
| TReS | 0.733 | Not recorded | 68fa7b871e209131cea88ea3 |
| B | 0.726 | Not recorded | 68fa7b871e209131cea88ea3 |
| DBCNN | 0.716 | Not recorded | 68fa7b871e209131cea88ea3 |
| TReS | 0.713 | Not recorded | 68fa7b871e209131cea88ea3 |
| CLIP-IQA | 0.695 | Not recorded | 68fa775b1e209131cea72a9a |
| CL-MI | 0.664 | Not recorded | 68fa775b1e209131cea72a9a |
| CONTRIQUE-OU | 0.651 | Not recorded | 68fa775b1e209131cea72a9a |
| Re-IQA-OU | 0.58 | Not recorded | 68fa775b1e209131cea72a9a |
| NIQE | 0.527 | Not recorded | 68fa775b1e209131cea72a9a |
| IL-NIQE | 0.511 | Not recorded | 68fa775b1e209131cea72a9a |

### Re-IQA

SRCC: 0.883. Result ID: 699493513a6c3148491e1caf.

[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: 699493513a6c3148491e1cb2.

[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.

### CONTRIQUE

SRCC: 0.874. Result ID: 699493513a6c3148491e1cae.

[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.

### CLIP-IQA+

SRCC: 0.873. Result ID: 699493513a6c3148491e1cb1.

[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: 0.869. Result ID: 699493513a6c3148491e1cb0.

[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.

### QualiCLIP

SRCC: 0.817. Result ID: 699493513a6c3148491e1cbc.

[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.

### B Sig

SRCC: 0.808. Result ID: 69b8fed347f34ce924a10202.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### B Sig

SRCC: 0.807. Result ID: 69b8fed347f34ce924a10203.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### B Gated

SRCC: 0.804. Result ID: 69b8fed347f34ce924a10204.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### LGDM

SRCC: 0.802. Result ID: 69b8fed347f34ce924a101fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### B Gated

SRCC: 0.796. Result ID: 69b8fed347f34ce924a10205.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### LGDM

SRCC: 0.794. Result ID: 69b8fed347f34ce924a101fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### DP-IQA

SRCC: 0.781. Result ID: 69b8fed347f34ce924a101fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79701e209131cea7d9df.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### GRepQ-OU

SRCC: 0.776. Result ID: 699493513a6c3148491e1cbb.

[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":true}. This record does not assert independent reproduction.

### HyperIQA

SRCC: 0.772. Result ID: 69b8fed347f34ce924a101f6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### DP-IQA

SRCC: 0.771. Result ID: 69b8fed347f34ce924a101ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79701e209131cea7d9df.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### LoDa

SRCC: 0.763. Result ID: 69b8fed347f34ce924a101fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### B

SRCC: 0.763. Result ID: 69b8fed347f34ce924a10201.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### HyperIQA

SRCC: 0.758. Result ID: 69b8fed347f34ce924a101f7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### P2P-BM

SRCC: 0.755. Result ID: 69b8fed347f34ce924a101f5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d51e209131cea12c2a.md>)

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### DBCNN

SRCC: 0.754. Result ID: 69b8fed347f34ce924a101f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

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

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

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### ARNIQA-OU

SRCC: 0.746. Result ID: 699493513a6c3148491e1cb9.

[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":true}. This record does not assert independent reproduction.

### LoDa

SRCC: 0.745. Result ID: 69b8fed347f34ce924a101fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### P2P-BM

SRCC: 0.74. Result ID: 69b8fed347f34ce924a101f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d51e209131cea12c2a.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### MDFS

SRCC: 0.739. Result ID: 699493513a6c3148491e1cb6.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa736a1e209131cea5c56a.md>)

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

### TReS

SRCC: 0.733. Result ID: 69b8fed347f34ce924a101f8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

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

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### B

SRCC: 0.726. Result ID: 69b8fed347f34ce924a10200.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

Recorded evaluation configuration: {"Train set":"CLIVE"}. This record does not assert independent reproduction.

### DBCNN

SRCC: 0.716. Result ID: 69b8fed347f34ce924a101f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

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

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

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### TReS

SRCC: 0.713. Result ID: 69b8fed347f34ce924a101f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b871e209131cea88ea3.md>)

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

Recorded evaluation configuration: {"Train set":"FLIVE"}. This record does not assert independent reproduction.

### CLIP-IQA

SRCC: 0.695. Result ID: 699493513a6c3148491e1cba.

[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":true}. This record does not assert independent reproduction.

### CL-MI

SRCC: 0.664. Result ID: 699493513a6c3148491e1cb5.

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

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

### CONTRIQUE-OU

SRCC: 0.651. Result ID: 699493513a6c3148491e1cb7.

[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":true}. This record does not assert independent reproduction.

### Re-IQA-OU

SRCC: 0.58. Result ID: 699493513a6c3148491e1cb8.

[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":true}. This record does not assert independent reproduction.

### NIQE

SRCC: 0.527. Result ID: 699493513a6c3148491e1cb3.

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

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

### IL-NIQE

SRCC: 0.511. Result ID: 699493513a6c3148491e1cb4.

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

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

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