Skin lesion classification

Benchmarks

Dataset Name	SOTA Method	Metric
HAM10000 (test)	FedAvg-SL	Accuracy93.32	83	3d ago
ISIC 2018 (test)	FedAvg	AUC97.7	30	3d ago
ISIC 3-way 5-shot 2018 (test)	Hybrid distil	Accuracy81.16	28	3d ago
ISIC 3-way 3-shot 2018 (test)	Hybrid distil	Accuracy75.82	28	3d ago
ISIC 3-way 1-shot 2018 (test)	Hybrid distil	Accuracy64.15	28	3d ago
ISIC 2019		Accuracy93.95	27	3d ago
Fitzpatrick-17k (test)	CFair	Accuracy0.8791	17	3d ago
Aggregate (Derm7pt, PAD, PH2) (out-of-distribution)	EPVT	Avg ROC-AUC84.11	12	3d ago
PH2 (out-of-distribution)	EPVT	ROC AUC0.9191	12	3d ago
PAD (out-of-distribution)	CORAL	ROC AUC88.13	12	3d ago
derm7pt clinical (out-of-distribution)	EPVT	ROC AUC0.7396	12	3d ago
derm7pt dermoscopic (out-of-distribution)	EPVT	ROC AUC0.8369	12	3d ago
ISIC 2019 (test)	ECL	Accuracy86.11	11	3d ago
ISIC 2018	ECL	Accuracy0.872	11	3d ago
HAM10000	soft voting ensemble of CNNs	Accuracy96.32	9	2d ago
HAM10000 (test)	Reweighting	AUC0.97	8	3d ago
molemap+	Hyperbolic prototype net	Accuracy61.04	8	3d ago
DDI v1 (test)	Guided-tuning (GT)	Accuracy79	7	3d ago
PAD-UFES-20 v1 (test)	CT-pretrain + GT	Accuracy88	7	3d ago
HAM10000 1,000-image subset 1.0	Custom CNN	Accuracy78.5	4	3d ago
ISIC 2016	soft voting ensemble of CNNs	Accuracy90.86	3	3d ago
BCN20000 (external val)		AUC77	2	3d ago

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