Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
ADE20K	EfficientSAM	mIoU55.3	59	29d ago
SKM-TEA	InfoMRI	GED0.3424	48	3d ago
LiTS	MAIL-Seg	Dice Score95.16	45	1mo ago
BRISC 2025	InfoMRI	GED0.4993	44	3d ago
HaN fine-tuned	SimSiam	Dice Score78.9	44	1mo ago
Thorax-85 (fine-tuned)	Models Genesis	Dice Score0.913	44	1mo ago
ABD-110 fine-tuned	Models Genesis	Dice Score80.6	44	1mo ago
Pancreas-CT (test)	Swin-UNETR	Dice83.49	44	1mo ago
ACDC	HamSeg	DSC92.4	41	25d ago
Cityscapes	InfoMamba	mIoU84.3	37	29d ago
BraTS 2020	MAIL-Seg	Dice0.9113	36	1mo ago
Duke (5-fold cross-validation)	EdgeAL	Mean Dice0.83	36	1mo ago
UBB (UDIAT + BREASTUSG + BUSUCLM) (test)	APPG	Dice Score78.15	35	1mo ago
ISLES 2022 (test)	M3AE	HD95 (IS)2.64	34	1mo ago
BraTS MET 2023 (test)	BrainMVP	HD95 (ET)20.37	34	1mo ago
BDD-100k and LIS entire (test)	RobustSAM	mIoU89.58	34	1mo ago
CAD-CAP WCE (5-fold cross-validation)		Dice Score82.53	33	1mo ago
STARE (test)	clDice+Ours (GraphMorph)	Soft Dice82.83	31	1mo ago
ISIC 2018	MAIL-Seg	DICE91.27	30	5d ago
Liver tumour	PASTA	DSC69.6	30	1mo ago
Lung tumour	PASTA	DSC70.9	30	1mo ago
BraTS	Penalty-based constraints	Dice Score0.85	30	1mo ago
SIIM-ACR	M&M	Dice Score80.28	27	1mo ago
Hippocampus (test)	global+local(block)	Dice Score86.6	27	1mo ago
BraTS 2018 (online evaluation)	ShaSpec*	Dice (Enhancing tumour)78.59	26	1mo ago

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