# Image Classification on Skin clean (test)

Source: [Image Classification on Skin clean (test)](<https://www.sota2.com/research/sota/image-classification-on-skin-clean-test>)

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

Data updated: 2026-02-26T05:31:34.376Z

Evaluation of Image Classification performance on the test split of the Skin clean dataset, typically measured by 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) | Skin Clean (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-skin-clean-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LATTE | 64.32 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| LAME | 35.98 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| Source | 34.56 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| TPT | 34.11 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| TENT | 33.34 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| CLIPArTT | 31.39 | Not recorded | 69705db0e25ad2fa9d1ed34f |

### LATTE

Accuracy: 64.32. Result ID: 6997ae9e5698665ec404c66c.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

Recorded evaluation configuration: {"Base VLM":"CONCH"}. This record does not assert independent reproduction.

### LAME

Accuracy: 35.98. Result ID: 6997ae9e5698665ec404c669.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c341e209131cea32ca1.md>)

[Implementation](<https://github.com/fiveai/LAME>)

Recorded evaluation configuration: {"Base VLM":"CONCH"}. This record does not assert independent reproduction.

### Source

Accuracy: 34.56. Result ID: 6997ae9e5698665ec404c667.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

Recorded evaluation configuration: {"Base VLM":"CONCH"}. This record does not assert independent reproduction.

### TPT

Accuracy: 34.11. Result ID: 6997ae9e5698665ec404c66a.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: {"Base VLM":"CONCH"}. This record does not assert independent reproduction.

### TENT

Accuracy: 33.34. Result ID: 6997ae9e5698665ec404c668.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Base VLM":"CONCH"}. This record does not assert independent reproduction.

### CLIPArTT

Accuracy: 31.39. Result ID: 6997ae9e5698665ec404c66b.

[Reporting paper](<https://www.sota2.com/research/paper/69705db0e25ad2fa9d1ed34f.md>)

Recorded evaluation configuration: {"Base VLM":"CONCH"}. This record does not assert independent reproduction.

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