# Skin cancer diagnosis on ISIC (test)

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

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

Data updated: 2026-06-11T09:20:26.796Z

Evaluation of skin cancer diagnosis performance using the test split of the ISIC dataset collection, focusing on Sensitivity.

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 (test) |
| Metric | Sensitivity |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Sensitivity](<https://www.sota2.com/research/sota/skin-cancer-diagnosis-on-isic-test.md?metric=Sensitivity>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/skin-cancer-diagnosis-on-isic-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Specificity](<https://www.sota2.com/research/sota/skin-cancer-diagnosis-on-isic-test.md?metric=Specificity>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sensitivity | Result date | Report paper |
| --- | --- | --- | --- |
| Ours (CNN+ViT+meta) | 95.4 | Not recorded | 6a2a40ead33dfb23e7839186 |
| EViT-DenseNet (prior hybrid) | 90.8 | Not recorded | 6a2a40ead33dfb23e7839186 |
| neuro-fuzzy-colonial competition algorithm | 90 | Not recorded | 68fa788d1e209131cea7906b |
| ViT (no CNN) | 88.7 | Not recorded | 6a2a40ead33dfb23e7839186 |
| ResNet50+VGG16 fusion | 84.5 | Not recorded | 6a2a40ead33dfb23e7839186 |
| neuro-fuzzy algorithm | 81 | Not recorded | 68fa788d1e209131cea7906b |
| neuro-fuzzy algorithm and ant colony | 81 | Not recorded | 68fa788d1e209131cea7906b |
| InceptionV3 (transfer) | 78.2 | Not recorded | 6a2a40ead33dfb23e7839186 |

### Ours (CNN+ViT+meta)

Sensitivity: 95.4. Result ID: 6a2a7dd5fbc373592c27e6a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ead33dfb23e7839186.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a40ead33dfb23e7839186.md>)

Recorded evaluation configuration: {"Data":"Pseudo-spectral"}. This record does not assert independent reproduction.

### EViT-DenseNet (prior hybrid)

Sensitivity: 90.8. Result ID: 6a2a7dd5fbc373592c27e69f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ead33dfb23e7839186.md>)

Recorded evaluation configuration: {"Data":"RGB"}. This record does not assert independent reproduction.

### neuro-fuzzy-colonial competition algorithm

Sensitivity: 90. Result ID: 6a211efbfbc373592c1c00c6.

[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.

### ViT (no CNN)

Sensitivity: 88.7. Result ID: 6a2a7dd5fbc373592c27e69e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ead33dfb23e7839186.md>)

Recorded evaluation configuration: {"Data":"RGB"}. This record does not assert independent reproduction.

### ResNet50+VGG16 fusion

Sensitivity: 84.5. Result ID: 6a2a7dd5fbc373592c27e69d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ead33dfb23e7839186.md>)

Recorded evaluation configuration: {"Data":"RGB"}. This record does not assert independent reproduction.

### neuro-fuzzy algorithm

Sensitivity: 81. Result ID: 6a211efbfbc373592c1c00c7.

[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

Sensitivity: 81. Result ID: 6a211efbfbc373592c1c00c8.

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

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

### InceptionV3 (transfer)

Sensitivity: 78.2. Result ID: 6a2a7dd5fbc373592c27e69c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a40ead33dfb23e7839186.md>)

Recorded evaluation configuration: {"Data":"RGB"}. This record does not assert independent reproduction.

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