Derm7pt
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Skin lesion recognition | Derm7pt | mAP76.7 | 20 | |
| Skin Lesion Classification | Derm7pt | Balanced Accuracy83.4 | 12 | |
| Skin Lesion Classification | derm7pt clinical (out-of-distribution) | ROC AUC0.7396 | 12 | |
| Skin Lesion Classification | derm7pt dermoscopic (out-of-distribution) | ROC AUC0.8369 | 12 | |
| Diagnosis classification | Derm7pt (test) | F177.3 | 12 | |
| Concept Annotation | Derm7pt (test) | AUROC69 | 11 | |
| Concept Prediction | Derm7pt | AUC92.1 | 10 | |
| Multimodal Skin Lesion Classification | Derm7pt (test) | Sensitivity (SEN)79.87 | 9 | |
| Skin disease diagnosis | Derm7pt 1.0 (test) | AUC89.48 | 9 | |
| Skin Cancer Image Retrieval | Derm7pt (5-fold cross-val) | mAP (Fold 1)83.8 | 5 | |
| Retrieval | Derm7pt | Top-1 Accuracy79.3 | 5 | |
| Melanoma inference | Derm7pt (test) | BA (t=1)69.1 | 5 | |
| 7-point criteria classification | Derm7pt (test) | BA (PN)68.6 | 5 | |
| Concept Retrieval | Derm7pt | P@10 (Streaks)100 | 3 | |
| Skin Cancer Classification | Derm7pt | ROC AUC0.76 | 1 |
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