# Skin Cancer Diagnosis on ISIC educational data (val)

Source: [Skin Cancer Diagnosis on ISIC educational data (val)](<https://www.sota2.com/research/sota/skin-cancer-diagnosis-on-isic-educational-data-val>)

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

Data updated: 2026-06-04T06:48:07.260Z

Evaluation of skin cancer diagnosis performance using the validation split of the ISIC educational dataset.

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 | Skin cancer diagnosis |
| Dataset (including any stated split) | ISIC educational data (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/skin-cancer-diagnosis-on-isic-educational-data-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| neuro-fuzzy-colonial competition algorithm | 97 | Not recorded | 68fa788d1e209131cea7906b |
| neuro-fuzzy algorithm | 95 | Not recorded | 68fa788d1e209131cea7906b |
| neuro-fuzzy algorithm and ant colony | 88 | Not recorded | 68fa788d1e209131cea7906b |

### neuro-fuzzy-colonial competition algorithm

Accuracy: 97. Result ID: 6a211efbfbc373592c1c00bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa788d1e209131cea7906b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa788d1e209131cea7906b.md>)

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

### neuro-fuzzy algorithm

Accuracy: 95. Result ID: 6a211efbfbc373592c1c00be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa788d1e209131cea7906b.md>)

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

### neuro-fuzzy algorithm and ant colony

Accuracy: 88. Result ID: 6a211efbfbc373592c1c00bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa788d1e209131cea7906b.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.