# Histopathology Image Classification on Skin

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

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

Data updated: 2026-02-26T05:31:34.565Z

Evaluation of Histopathology Image Classification performance on the Skin 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 | Histopathology Image Classification |
| Dataset (including any stated split) | Skin |
| 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/histopathology-image-classification-on-skin.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LATTE | 50.62 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| CLIPArTT | 46.42 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| TPT | 45.16 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| Source | 44.22 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| LAME | 40.09 | Not recorded | 69705db0e25ad2fa9d1ed34f |
| TENT | 24.31 | Not recorded | 69705db0e25ad2fa9d1ed34f |

### LATTE

Accuracy: 50.62. Result ID: 6997ae9e5698665ec404c6c6.

[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":"Quilt"}. This record does not assert independent reproduction.

### CLIPArTT

Accuracy: 46.42. Result ID: 6997ae9e5698665ec404c6c5.

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

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

### TPT

Accuracy: 45.16. Result ID: 6997ae9e5698665ec404c6c4.

[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":"Quilt"}. This record does not assert independent reproduction.

### Source

Accuracy: 44.22. Result ID: 6997ae9e5698665ec404c6c1.

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

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

### LAME

Accuracy: 40.09. Result ID: 6997ae9e5698665ec404c6c3.

[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":"Quilt"}. This record does not assert independent reproduction.

### TENT

Accuracy: 24.31. Result ID: 6997ae9e5698665ec404c6c2.

[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":"Quilt"}. This record does not assert independent reproduction.

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