# Aesthetics Ranking on AADB (test)

Source: [Aesthetics Ranking on AADB (test)](<https://www.sota2.com/research/sota/aesthetics-ranking-on-aadb-test>)

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

Data updated: 2026-02-26T06:04:37.054Z

Evaluation of model performance on aesthetic ranking tasks using the test split of the AADB dataset, typically measured using Spearman's rank correlation (ρ).

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 | Aesthetics Ranking |
| Dataset (including any stated split) | AADB (test) |
| Metric | Spearman Rho |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Spearman Rho](<https://www.sota2.com/research/sota/aesthetics-ranking-on-aadb-test.md?metric=Spearman%20Rho>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Rho | Result date | Report paper |
| --- | --- | --- | --- |
| Reg+Rank+Att+Cont | 0.6782 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank+Cont | 0.6737 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank+Att | 0.6656 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank | 0.6515 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank | 0.645 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg+Rank | 0.6308 | Not recorded | 68fa62a41e209131ce9fa79d |
| Reg | 0.6239 | Not recorded | 68fa62a41e209131ce9fa79d |
| AlexNet\_FT\_Conf | 0.5923 | Not recorded | 68fa62a41e209131ce9fa79d |

### Reg+Rank+Att+Cont

Spearman Rho: 0.6782. Result ID: 698bde94ecace47ef55965de.

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

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

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

### Reg+Rank+Cont

Spearman Rho: 0.6737. Result ID: 698bde94ecace47ef55965dd.

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

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

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

### Reg+Rank+Att

Spearman Rho: 0.6656. Result ID: 698bde94ecace47ef55965dc.

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

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

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

### Reg+Rank

Spearman Rho: 0.6515. Result ID: 698bde94ecace47ef55965db.

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

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

Recorded evaluation configuration: {"Components":"Regression + Ranking","Sampling Strategy":"within- & cross-rater"}. This record does not assert independent reproduction.

### Reg+Rank

Spearman Rho: 0.645. Result ID: 698bde94ecace47ef55965da.

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

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

Recorded evaluation configuration: {"Components":"Regression + Ranking","Sampling Strategy":"within-rater"}. This record does not assert independent reproduction.

### Reg+Rank

Spearman Rho: 0.6308. Result ID: 698bde94ecace47ef55965d9.

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

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

Recorded evaluation configuration: {"Components":"Regression + Ranking","Sampling Strategy":"cross-rater"}. This record does not assert independent reproduction.

### Reg

Spearman Rho: 0.6239. Result ID: 698bde94ecace47ef55965d8.

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

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

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

### AlexNet\_FT\_Conf

Spearman Rho: 0.5923. Result ID: 698bde94ecace47ef55965d7.

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

Recorded evaluation configuration: {"Protocol":"Fine-tuned confidence score"}. This record does not assert independent reproduction.

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