# Diagnosis Classification on Fitzpatrick17k

Source: [Diagnosis Classification on Fitzpatrick17k](<https://www.sota2.com/research/sota/diagnosis-classification-on-fitzpatrick17k>)

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

Data updated: 2026-03-24T12:54:43.606Z

Evaluation of Diagnosis Classification performance on the Fitzpatrick17k dataset, reporting metrics such as Accuracy and F1 Score.

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 | Diagnosis Classification |
| Dataset (including any stated split) | Fitzpatrick17k |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/diagnosis-classification-on-fitzpatrick17k.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/diagnosis-classification-on-fitzpatrick17k.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DCG-Net | 83.44 | Not recorded | 69c21a880636e5bf4afc4821 |
| CGP | 79.92 | Not recorded | 69c21a880636e5bf4afc4821 |
| CBM | 78.37 | Not recorded | 69c21a880636e5bf4afc4821 |
| CEM | 77.07 | Not recorded | 69c21a880636e5bf4afc4821 |
| evi-CEM | 76.5 | Not recorded | 69c21a880636e5bf4afc4821 |
| Mica | 75.63 | Not recorded | 69c21a880636e5bf4afc4821 |
| ProbCBM | 72.13 | Not recorded | 69c21a880636e5bf4afc4821 |

### DCG-Net

Accuracy: 83.44. Result ID: 69c2889f47f34ce924aa99da.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

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

### CGP

Accuracy: 79.92. Result ID: 69c2889f47f34ce924aa99d9.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

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

### CBM

Accuracy: 78.37. Result ID: 69c2889f47f34ce924aa99d4.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f91e209131cea1f6a0.md>)

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

### CEM

Accuracy: 77.07. Result ID: 69c2889f47f34ce924aa99d5.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f231e209131cea43f55.md>)

[Implementation](<https://github.com/mateoespinosa/cem/>)

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

### evi-CEM

Accuracy: 76.5. Result ID: 69c2889f47f34ce924aa99d7.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73d81e209131cea5e733.md>)

[Implementation](<https://github.com/obiyoag/evi-CEM>)

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

### Mica

Accuracy: 75.63. Result ID: 69c2889f47f34ce924aa99d8.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dc1e209131cea53692.md>)

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

### ProbCBM

Accuracy: 72.13. Result ID: 69c2889f47f34ce924aa99d6.

[Reporting paper](<https://www.sota2.com/research/paper/69c21a880636e5bf4afc4821.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f911e209131cea464c2.md>)

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

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