# Aesthetics score prediction on Human-annotated image editing 1.0 (val)

Source: [Aesthetics score prediction on Human-annotated image editing 1.0 (val)](<https://www.sota2.com/research/sota/aesthetics-score-prediction-on-human-annotated-image-editing-1-0-val>)

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

Data updated: 2026-02-26T05:48:52.267Z

Evaluation of aesthetic quality prediction performance using the Human-annotated image editing 1.0 dataset (validation split), typically measured using Mean Absolute Error (MAE) and Spearman's Rank Correlation (\\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 | Aesthetics score prediction |
| Dataset (including any stated split) | Human-annotated image editing 1.0 (val) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [MAE](<https://www.sota2.com/research/sota/aesthetics-score-prediction-on-human-annotated-image-editing-1-0-val.md?metric=MAE>): Lower is better; unit: SCALAR.

- [Spearman's ρ](<https://www.sota2.com/research/sota/aesthetics-score-prediction-on-human-annotated-image-editing-1-0-val.md?metric=Spearman%27s%20%CF%81>): Higher is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-2.0-flash | 0.568 | Not recorded | 68fa7b961e209131cea894c4 |
| Qwen 2.5 72B | 0.839 | Not recorded | 68fa7b961e209131cea894c4 |
| Gemini-2.5-pro | 0.915 | Not recorded | 68fa7b961e209131cea894c4 |
| Gemini-2.0-flash | 1.063 | Not recorded | 68fa7b961e209131cea894c4 |

### Gemini-2.0-flash

MAE: 0.568. Result ID: 698b88417a967eddb76f5f6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

[Implementation](<https://riko0.github.io/No-Humans-Required/>)

Recorded evaluation configuration: {"finetune":true}. This record does not assert independent reproduction.

### Qwen 2.5 72B

MAE: 0.839. Result ID: 698b88417a967eddb76f5f6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

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

### Gemini-2.5-pro

MAE: 0.915. Result ID: 698b88417a967eddb76f5f6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78731e209131cea78622.md>)

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

### Gemini-2.0-flash

MAE: 1.063. Result ID: 698b88417a967eddb76f5f6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b961e209131cea894c4.md>)

[Implementation](<https://riko0.github.io/No-Humans-Required/>)

Recorded evaluation configuration: {"finetune":false}. This record does not assert independent reproduction.

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