SOTA Skin Lesion Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ISIC 2018 (test)	DuAT	Dice Score92.3	143	22d ago
ISIC 2017 (test)	Ours	Dice Score91.4	134	22d ago
ISIC 2018	TBconvL-Net	Dice Coefficient95.47	94	12d ago
PH2	MCGU-Net	DIC0.9763	87	1mo ago
PH2 (test)	EAM-Net	DSC95.15	70	22d ago
ISIC 2016	M-BFF-Net	Dice Score (D)96.28	40	15d ago
HAM10000	MambaLiteUNet	Dice Coefficient95.16	34	22d ago
ISIC2017, ISIC2018, HAM10000, and PH2 (Average)	MambaLiteUNet	Mean IoU87.12	15	1mo ago
Skin Lesion Segmentation Complexity Analysis		Params (M)0.038	15	1mo ago
PH2 external (test)	Attention-Mamba	DSC91.56	14	22d ago
ISIC 2016 (test)	Siamese-Diffusion	mDice94.31	12	3mo ago
ISIC + PH2 2016 (test)	DALE	Dice93.6	12	3mo ago
HAM10000 (Age ≥ 20)	TransUNet + MoE	Dice Score90.4	7	22d ago
HAM10000 (Age ≥ 40)	TransUNet + dMoE	Dice Coefficient89	7	22d ago
HAM10000 Age ≥ 60	TransUNet + Prompt-GDRO	Dice Score89.1	7	22d ago
HAM10000 (Age ≥ 80)	TransUNet + GDRO	Dice Score87.9	7	22d ago
ISIC18		M0.514	7	3mo ago
ISIC 2018 (20% labeled)	CrossMatch	Dice Coefficient85.43	6	3mo ago
ISIC 2018 (10% labeled)	CrossMatch	Dice Score84.71	6	3mo ago
ISIC 2018 (5% labeled)	CrossMatch	Dice84.1	6	3mo ago
ISBI 2017	Residual Multi-scale dual attention Unet	JSI83.83	4	3mo ago
HAM10K (test)		DSC (mean ± std across runs)93.12	3	1mo ago
ISIC-2017, ISIC-2018, and PH2 Macro-average (test)	BPC-Net	Accuracy92.58	2	1mo ago
ISIC 2018 (Full labeled)		Dice Coefficient86.84	1	3mo ago

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