# Image Quality Assessment on EVAFusion source-pair-disjoint n=935 images (test)

Source: [Image Quality Assessment on EVAFusion source-pair-disjoint n=935 images (test)](<https://www.sota2.com/research/sota/image-quality-assessment-on-evafusion-source-pair-disjoint-n-935-images-test>)

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

Data updated: 2026-05-11T07:52:07.243Z

Evaluation of Image Quality Assessment performance on the EVAFusion source-pair-disjoint test set (935 images), utilizing metrics such as SRCC, PLCC, KRCC, PairAcc, Per-SP tau, and KL.

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) | EVAFusion source-pair-disjoint n=935 images (test) |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-evafusion-source-pair-disjoint-n-935-images-test.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/image-quality-assessment-on-evafusion-source-pair-disjoint-n-935-images-test.md?metric=PLCC>): Higher is better; unit: SCALAR.

- [KRCC](<https://www.sota2.com/research/sota/image-quality-assessment-on-evafusion-source-pair-disjoint-n-935-images-test.md?metric=KRCC>): Higher is better; unit: SCALAR.

- [PairAcc](<https://www.sota2.com/research/sota/image-quality-assessment-on-evafusion-source-pair-disjoint-n-935-images-test.md?metric=PairAcc>): Higher is better; unit: PERCENT.

- [Per-SP tau](<https://www.sota2.com/research/sota/image-quality-assessment-on-evafusion-source-pair-disjoint-n-935-images-test.md?metric=Per-SP%20tau>): Higher is better; unit: SCALAR.

- [KL](<https://www.sota2.com/research/sota/image-quality-assessment-on-evafusion-source-pair-disjoint-n-935-images-test.md?metric=KL>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| FuScore | 0.648 | Not recorded | 6a016291dbc836b87d8230fa |
| FuScore | 0.637 | Not recorded | 6a016291dbc836b87d8230fa |
| ViT-L+MLP | 0.554 | Not recorded | 6a016291dbc836b87d8230fa |
| Qwen3-VL-8B + LoRA-MSE | 0.537 | Not recorded | 6a016291dbc836b87d8230fa |
| Qabf | 0.344 | Not recorded | 6a016291dbc836b87d8230fa |
| VIF | 0.34 | Not recorded | 6a016291dbc836b87d8230fa |
| DeQA-Score | 0.308 | Not recorded | 6a016291dbc836b87d8230fa |
| Q-Align | 0.281 | Not recorded | 6a016291dbc836b87d8230fa |
| MI | 0.256 | Not recorded | 6a016291dbc836b87d8230fa |
| SSIM | 0.205 | Not recorded | 6a016291dbc836b87d8230fa |
| Qwen3-VL-8B | 0.156 | Not recorded | 6a016291dbc836b87d8230fa |
| SD | 0.128 | Not recorded | 6a016291dbc836b87d8230fa |
| SF | 0.126 | Not recorded | 6a016291dbc836b87d8230fa |
| CLIP-IQA | 0.11 | Not recorded | 6a016291dbc836b87d8230fa |
| EN | 0.105 | Not recorded | 6a016291dbc836b87d8230fa |
| SCD | 0.099 | Not recorded | 6a016291dbc836b87d8230fa |
| AG | 0.081 | Not recorded | 6a016291dbc836b87d8230fa |
| MUSIQ | 0.066 | Not recorded | 6a016291dbc836b87d8230fa |

### FuScore

SRCC: 0.648. Result ID: 6a018a9247f34ce924e31f03.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Ours","Ensemble configuration":"3-seed ensemble"}. This record does not assert independent reproduction.

### FuScore

SRCC: 0.637. Result ID: 6a018a9247f34ce924e31f02.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Ours","Ensemble configuration":"single-seed"}. This record does not assert independent reproduction.

### ViT-L+MLP

SRCC: 0.554. Result ID: 6a018a9247f34ce924e31f00.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e132d603e6de3e4087e.md>)

Recorded evaluation configuration: {"Evaluation protocol":"In-domain"}. This record does not assert independent reproduction.

### Qwen3-VL-8B + LoRA-MSE

SRCC: 0.537. Result ID: 6a018a9247f34ce924e31f01.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"In-domain"}. This record does not assert independent reproduction.

### Qabf

SRCC: 0.344. Result ID: 6a018a9247f34ce924e31ef2.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### VIF

SRCC: 0.34. Result ID: 6a018a9247f34ce924e31ef3.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### DeQA-Score

SRCC: 0.308. Result ID: 6a018a9247f34ce924e31eff.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77991e209131cea74442.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### Q-Align

SRCC: 0.281. Result ID: 6a018a9247f34ce924e31efe.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523a2.md>)

[Implementation](<https://github.com/Q-Future/Q-Align>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### MI

SRCC: 0.256. Result ID: 6a018a9247f34ce924e31ef4.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### SSIM

SRCC: 0.205. Result ID: 6a018a9247f34ce924e31ef5.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

SRCC: 0.156. Result ID: 6a018a9247f34ce924e31efd.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### SD

SRCC: 0.128. Result ID: 6a018a9247f34ce924e31ef6.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### SF

SRCC: 0.126. Result ID: 6a018a9247f34ce924e31ef7.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### CLIP-IQA

SRCC: 0.11. Result ID: 6a018a9247f34ce924e31efc.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

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

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

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

### EN

SRCC: 0.105. Result ID: 6a018a9247f34ce924e31ef8.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### SCD

SRCC: 0.099. Result ID: 6a018a9247f34ce924e31ef9.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### AG

SRCC: 0.081. Result ID: 6a018a9247f34ce924e31efa.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Evaluation protocol":"Handcrafted"}. This record does not assert independent reproduction.

### MUSIQ

SRCC: 0.066. Result ID: 6a018a9247f34ce924e31efb.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28fa7.md>)

[Implementation](<https://github.com/google-research/google-research/tree/master/musiq>)

Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction.

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