# Image Classification on BFFHQ

Source: [Image Classification on BFFHQ](<https://www.sota2.com/research/sota/image-classification-on-bffhq>)

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

Data updated: 2026-02-27T08:46:45.014Z

Evaluation of Image Classification performance on the BFFHQ dataset, reporting standard accuracy.

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 Classification |
| Dataset (including any stated split) | BFFHQ |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-bffhq.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Concept Distillation | 63 | Not recorded | 68fa714b1e209131cea507e5 |
| DFA | 61.27 | Not recorded | 68fa714b1e209131cea507e5 |
| Ours w/o Teacher | 59.4 | Not recorded | 68fa714b1e209131cea507e5 |
| Base | 56.87 | Not recorded | 68fa714b1e209131cea507e5 |
| EnD | 56.87 | Not recorded | 68fa714b1e209131cea507e5 |

### Concept Distillation

Accuracy: 63. Result ID: 69a159d935dfcabb00e67764.

[Reporting paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

[Implementation](<https://avani17101.github.io/Concept-Distilllation/>)

Recorded evaluation configuration: {"Bias":"Age","few-shot setting":"true","Teacher":"true"}. This record does not assert independent reproduction.

### DFA

Accuracy: 61.27. Result ID: 69a159d935dfcabb00e67762.

[Reporting paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2bc.md>)

Recorded evaluation configuration: {"Bias":"Age","few-shot setting":"true"}. This record does not assert independent reproduction.

### Ours w/o Teacher

Accuracy: 59.4. Result ID: 69a159d935dfcabb00e67763.

[Reporting paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

[Implementation](<https://avani17101.github.io/Concept-Distilllation/>)

Recorded evaluation configuration: {"Bias":"Age","few-shot setting":"true","Teacher":"false"}. This record does not assert independent reproduction.

### Base

Accuracy: 56.87. Result ID: 69a159d935dfcabb00e67760.

[Reporting paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

Recorded evaluation configuration: {"Bias":"Age","few-shot setting":"true"}. This record does not assert independent reproduction.

### EnD

Accuracy: 56.87. Result ID: 69a159d935dfcabb00e67761.

[Reporting paper](<https://www.sota2.com/research/paper/68fa714b1e209131cea507e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e481e209131cea3ef48.md>)

Recorded evaluation configuration: {"Bias":"Age","few-shot setting":"true"}. This record does not assert independent reproduction.

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