# Image Quality Assessment on Vista

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

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

Data updated: 2026-02-26T06:03:14.746Z

Evaluation of Image Quality Assessment models on the Vista 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) | Vista |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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-vista.md?metric=SRCC>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| Q-Probe | 0.728 | Not recorded | 69730090b2be0ed85a78ca46 |
| VisualQuality-R1 | 0.451 | Not recorded | 69730090b2be0ed85a78ca46 |
| UnifiedReward-T | 0.412 | Not recorded | 69730090b2be0ed85a78ca46 |
| DeQA-Score | 0.398 | Not recorded | 69730090b2be0ed85a78ca46 |
| Qwen2.5-VL-7B | 0.385 | Not recorded | 69730090b2be0ed85a78ca46 |
| Q-Insight | 0.365 | Not recorded | 69730090b2be0ed85a78ca46 |
| Q-Align | 0.36 | Not recorded | 69730090b2be0ed85a78ca46 |
| LIQE | 0.342 | Not recorded | 69730090b2be0ed85a78ca46 |
| MANIQA | 0.325 | Not recorded | 69730090b2be0ed85a78ca46 |
| UNIQUE | 0.31 | Not recorded | 69730090b2be0ed85a78ca46 |
| MUSIQ | 0.295 | Not recorded | 69730090b2be0ed85a78ca46 |
| NIQE | 0.187 | Not recorded | 69730090b2be0ed85a78ca46 |
| BRISQUE | 0.152 | Not recorded | 69730090b2be0ed85a78ca46 |

### Q-Probe

SRCC: 0.728. Result ID: 699a20ec5698665ec4a5dde2.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### VisualQuality-R1

SRCC: 0.451. Result ID: 699a20ec5698665ec4a5dde1.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c651e209131cea8dd54.md>)

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### UnifiedReward-T

SRCC: 0.412. Result ID: 699a20ec5698665ec4a5dddf.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea898b5.md>)

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### DeQA-Score

SRCC: 0.398. Result ID: 699a20ec5698665ec4a5dddd.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

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

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### Qwen2.5-VL-7B

SRCC: 0.385. Result ID: 699a20ec5698665ec4a5dddb.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### Q-Insight

SRCC: 0.365. Result ID: 699a20ec5698665ec4a5dde0.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b51e209131cea79e58.md>)

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### Q-Align

SRCC: 0.36. Result ID: 699a20ec5698665ec4a5ddde.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

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

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

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### LIQE

SRCC: 0.342. Result ID: 699a20ec5698665ec4a5dddc.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

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

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

Recorded evaluation configuration: {"Category":"MLLMs-based"}. This record does not assert independent reproduction.

### MANIQA

SRCC: 0.325. Result ID: 699a20ec5698665ec4a5ddda.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c551e209131cea3356a.md>)

[Implementation](<https://github.com/IIGROUP/MANIQA>)

Recorded evaluation configuration: {"Category":"Deep Learning"}. This record does not assert independent reproduction.

### UNIQUE

SRCC: 0.31. Result ID: 699a20ec5698665ec4a5ddd9.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea2341d.md>)

Recorded evaluation configuration: {"Category":"Deep Learning"}. This record does not assert independent reproduction.

### MUSIQ

SRCC: 0.295. Result ID: 699a20ec5698665ec4a5ddd8.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.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: {"Category":"Deep Learning"}. This record does not assert independent reproduction.

### NIQE

SRCC: 0.187. Result ID: 699a20ec5698665ec4a5ddd7.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

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

### BRISQUE

SRCC: 0.152. Result ID: 699a20ec5698665ec4a5ddd6.

[Reporting paper](<https://www.sota2.com/research/paper/69730090b2be0ed85a78ca46.md>)

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

Page 1 of 1. This is an index page, not the full collection.