# Image Quality Assessment on ImageNet (test)

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

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

Data updated: 2026-02-26T05:53:10.692Z

Evaluation of image quality assessment models on the test split of the ImageNet dataset, utilizing specific metrics derived from NIMA, HyperIQA, and MUSIQ frameworks.

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) | ImageNet (test) |
| Metric | NIMA Score (AVA) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [NIMA Score (AVA)](<https://www.sota2.com/research/sota/image-quality-assessment-on-imagenet-test.md?metric=NIMA%20Score%20(AVA)>): Higher is better; unit: SCALAR.

- [HyperIQA Score (AVA)](<https://www.sota2.com/research/sota/image-quality-assessment-on-imagenet-test.md?metric=HyperIQA%20Score%20(AVA)>): Higher is better; unit: SCALAR.

- [MUSIQ Score (AVA)](<https://www.sota2.com/research/sota/image-quality-assessment-on-imagenet-test.md?metric=MUSIQ%20Score%20(AVA)>): Higher is better; unit: SCALAR.

- [MUSIQ Score (KonIQ)](<https://www.sota2.com/research/sota/image-quality-assessment-on-imagenet-test.md?metric=MUSIQ%20Score%20(KonIQ)>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | NIMA Score (AVA) | Result date | Report paper |
| --- | --- | --- | --- |
| ACA | 5.54 | Not recorded | 68fa71471e209131cea5056f |
| ColorFool | 5.24 | Not recorded | 68fa71471e209131cea5056f |
| Clean | 5.15 | Not recorded | 68fa71471e209131cea5056f |
| ILM | 5.15 | Not recorded | 68fa71471e209131cea5056f |
| ACE | 5.12 | Not recorded | 68fa71471e209131cea5056f |
| ReColorAdv | 5.07 | Not recorded | 68fa71471e209131cea5056f |
| SAE | 5.05 | Not recorded | 68fa71471e209131cea5056f |
| cAdv | 4.97 | Not recorded | 68fa71471e209131cea5056f |
| NCF | 4.96 | Not recorded | 68fa71471e209131cea5056f |
| ADer | 4.89 | Not recorded | 68fa71471e209131cea5056f |
| tAdv | 4.83 | Not recorded | 68fa71471e209131cea5056f |

### ACA

NIMA Score (AVA): 5.54. Result ID: 6991a5943a6c314849099f57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

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

### ColorFool

NIMA Score (AVA): 5.24. Result ID: 6991a5943a6c314849099f55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15da8.md>)

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

### Clean

NIMA Score (AVA): 5.15. Result ID: 6991a5943a6c314849099f4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

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

### ILM

NIMA Score (AVA): 5.15. Result ID: 6991a5943a6c314849099f4e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

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

### ACE

NIMA Score (AVA): 5.12. Result ID: 6991a5943a6c314849099f54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682d1e209131cea1a8ba.md>)

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

### ReColorAdv

NIMA Score (AVA): 5.07. Result ID: 6991a5943a6c314849099f51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f28.md>)

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

### SAE

NIMA Score (AVA): 5.05. Result ID: 6991a5943a6c314849099f4f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64311e209131cea035f7.md>)

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

### cAdv

NIMA Score (AVA): 4.97. Result ID: 6991a5943a6c314849099f52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d9b.md>)

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

### NCF

NIMA Score (AVA): 4.96. Result ID: 6991a5943a6c314849099f56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d931e209131cea3ac5f.md>)

[Implementation](<https://github.com/ylhz/Natural-Color-Fool>)

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

### ADer

NIMA Score (AVA): 4.89. Result ID: 6991a5943a6c314849099f50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654b1e209131cea09625.md>)

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

### tAdv

NIMA Score (AVA): 4.83. Result ID: 6991a5943a6c314849099f53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71471e209131cea5056f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d9b.md>)

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

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