# Photo Aesthetics Ranking on AVA (test)

Source: [Photo Aesthetics Ranking on AVA (test)](<https://www.sota2.com/research/sota/photo-aesthetics-ranking-on-ava-test>)

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

Data updated: 2026-02-26T06:02:19.064Z

Evaluation of Photo Aesthetics Ranking performance on the test split of the AVA dataset, typically measured using correlation metrics like Spearman's rho (\\u03c1).

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 | Photo Aesthetics Ranking |
| Dataset (including any stated split) | AVA (test) |
| Metric | Rho |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Rho](<https://www.sota2.com/research/sota/photo-aesthetics-ranking-on-ava-test.md?metric=Rho>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Rho | Result date | Report paper |
| --- | --- | --- | --- |
| Reg+Rank+Att+Cont | 0.5581 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank+Att | 0.5445 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank+Cont | 0.5412 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Att | 0.5331 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank | 0.5126 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg | 0.4995 | Not recorded | 68fa62a41e209131ce9fa79d |
| AlexNet\_FT\_Conf | 0.4807 | Not recorded | 68fa62a41e209131ce9fa79d |

### Reg+Rank+Att+Cont

Rho: 0.5581. Result ID: 698bde94ecace47ef55965c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Loss":"Regression + Ranking","Features":"Attributes + Content"}. This record does not assert independent reproduction.

### Reg+Rank+Att

Rho: 0.5445. Result ID: 698bde94ecace47ef55965c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Loss":"Regression + Ranking","Features":"Attributes"}. This record does not assert independent reproduction.

### Reg+Rank+Cont

Rho: 0.5412. Result ID: 698bde94ecace47ef55965c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Loss":"Regression + Ranking","Features":"Content"}. This record does not assert independent reproduction.

### Reg+Att

Rho: 0.5331. Result ID: 698bde94ecace47ef55965c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Loss":"Regression","Features":"Attributes"}. This record does not assert independent reproduction.

### Reg+Rank

Rho: 0.5126. Result ID: 698bde94ecace47ef55965c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Loss":"Regression + Ranking"}. This record does not assert independent reproduction.

### Reg

Rho: 0.4995. Result ID: 698bde94ecace47ef55965c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Loss":"Regression"}. This record does not assert independent reproduction.

### AlexNet\_FT\_Conf

Rho: 0.4807. Result ID: 698bde94ecace47ef55965c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa62a41e209131ce9fa79d.md>)

Recorded evaluation configuration: {"Backbone":"AlexNet"}. This record does not assert independent reproduction.

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