SOTA Skin lesion classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
HAM10000 (test)	FedAvg-SL	Accuracy93.32	83	3mo ago
ISIC Asymmetric Noise 2019	Lab. Smooth.	Balanced Accuracy66.3	32	12d ago
ISIC Symmetric Noise 2019	Co-Teach.	Balanced Accuracy63.2	32	12d ago
ISIC 2018 (test)	FedAvg	AUC97.7	30	22d ago
ISIC 3-way 5-shot 2018 (test)	Hybrid distil	Accuracy81.16	28	3mo ago
ISIC 3-way 3-shot 2018 (test)	Hybrid distil	Accuracy75.82	28	3mo ago
ISIC 3-way 1-shot 2018 (test)	Hybrid distil	Accuracy64.15	28	3mo ago
ISIC 2019		Accuracy93.95	27	3mo ago
ISIC 2019	SkinCLIP-VL	B-ACC88.7	20	12d ago
HAM10000	LoRA-Ensemble	Accuracy88	20	19d ago
FedSkin Global alpha=0.5 (test)	FedSKD	Mean Metric83.64	17	2mo ago
FedSkin alpha=0.5 (test)	FedSKD	Metric M189.27	17	2mo ago
FedSkin Global alpha=1 (test)	FedSKD	Mean Classification Score84.59	17	2mo ago
FedSkin Local alpha=1 (test)	FedSKD	Accuracy88.41	17	2mo ago
Fitzpatrick-17k (test)	CFair	Accuracy0.8791	17	3mo ago
ISIC 2019 (test)	ECL	Accuracy86.11	16	2mo ago
Derm7pt	SkinCLIP-VL	Expected Calibration Error (ECE)2.2	15	1mo ago
ISIC OOD 2024	SkinCLIP-VL	B-ACC85	12	2mo ago
Aggregate (Derm7pt, PAD, PH2) (out-of-distribution)	EPVT	Avg ROC-AUC84.11	12	3mo ago
PH2 (out-of-distribution)	EPVT	ROC AUC0.9191	12	3mo ago
PAD (out-of-distribution)	CORAL	ROC AUC88.13	12	3mo ago
derm7pt clinical (out-of-distribution)	EPVT	ROC AUC0.7396	12	3mo ago
derm7pt dermoscopic (out-of-distribution)	EPVT	ROC AUC0.8369	12	3mo ago
ISIC 2020		Accuracy91.364	11	2d ago
ISIC 2018	ECL	Accuracy0.872	11	3mo ago

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