# Image Quality Assessment on TID13 (SRCC, PLCC)

Source: [Image Quality Assessment on TID13 (SRCC, PLCC)](<https://www.sota2.com/research/sota/image-quality-assessment-on-tid13-srcc-plcc>)

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

Data updated: 2026-06-16T09:27:36.552Z

Evaluation of Image Quality Assessment performance on the TID13 dataset, specifically reporting Spearman Rank Correlation Coefficient (SRCC) and Pearson Linear Correlation Coefficient (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) | TID13 |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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-tid13-srcc-plcc.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/image-quality-assessment-on-tid13-srcc-plcc.md?metric=PLCC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| VisualQuality-R1 | 0.848 | Not recorded | 69730090b2be0ed85a78ca46 |
| Q-Probe | 0.829 | Not recorded | 69730090b2be0ed85a78ca46 |
| Q-Insight | 0.816 | Not recorded | 69730090b2be0ed85a78ca46 |
| UnifiedReward-T | 0.788 | Not recorded | 69730090b2be0ed85a78ca46 |
| Qwen2.5-VL-7B | 0.787 | Not recorded | 69730090b2be0ed85a78ca46 |
| Q-Align | 0.769 | Not recorded | 69730090b2be0ed85a78ca46 |
| DeQA-Score | 0.756 | Not recorded | 69730090b2be0ed85a78ca46 |
| Tool-IQA | 0.733 | Not recorded | 6a30d8fbd33dfb23e783d0e2 |
| LIQE | 0.718 | Not recorded | 69730090b2be0ed85a78ca46 |
| UNIQUE | 0.703 | Not recorded | 69730090b2be0ed85a78ca46 |
| VisualQuality-R1 | 0.7 | Not recorded | 6a30d8fbd33dfb23e783d0e2 |
| MUSIQ | 0.67 | Not recorded | 69730090b2be0ed85a78ca46 |
| Qwen3-VL-8B-Ins | 0.656 | Not recorded | 6a30d8fbd33dfb23e783d0e2 |
| MANIQA | 0.589 | Not recorded | 69730090b2be0ed85a78ca46 |
| BRISQUE | 0.548 | Not recorded | 69730090b2be0ed85a78ca46 |
| NIQE | 0.532 | Not recorded | 69730090b2be0ed85a78ca46 |

### VisualQuality-R1

SRCC: 0.848. Result ID: 699a20ec5698665ec4a5de15.

[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.

### Q-Probe

SRCC: 0.829. Result ID: 699a20ec5698665ec4a5de16.

[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.

### Q-Insight

SRCC: 0.816. Result ID: 699a20ec5698665ec4a5de14.

[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.

### UnifiedReward-T

SRCC: 0.788. Result ID: 699a20ec5698665ec4a5de13.

[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.

### Qwen2.5-VL-7B

SRCC: 0.787. Result ID: 699a20ec5698665ec4a5de0f.

[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-Align

SRCC: 0.769. Result ID: 699a20ec5698665ec4a5de12.

[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.

### DeQA-Score

SRCC: 0.756. Result ID: 699a20ec5698665ec4a5de11.

[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.

### Tool-IQA

SRCC: 0.733. Result ID: 6a3116f4fbc373592c2dba75.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8fbd33dfb23e783d0e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8fbd33dfb23e783d0e2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LIQE

SRCC: 0.718. Result ID: 699a20ec5698665ec4a5de10.

[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.

### UNIQUE

SRCC: 0.703. Result ID: 699a20ec5698665ec4a5de0d.

[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.

### VisualQuality-R1

SRCC: 0.7. Result ID: 6a3116f4fbc373592c2dba74.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8fbd33dfb23e783d0e2.md>)

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

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

### MUSIQ

SRCC: 0.67. Result ID: 699a20ec5698665ec4a5de0c.

[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.

### Qwen3-VL-8B-Ins

SRCC: 0.656. Result ID: 6a3116f4fbc373592c2dba73.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8fbd33dfb23e783d0e2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788e1e209131cea79116.md>)

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

### MANIQA

SRCC: 0.589. Result ID: 699a20ec5698665ec4a5de0e.

[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.

### BRISQUE

SRCC: 0.548. Result ID: 699a20ec5698665ec4a5de0a.

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

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

### NIQE

SRCC: 0.532. Result ID: 699a20ec5698665ec4a5de0b.

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

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

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