SOTA Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
ADE20K	EfficientSAM	mIoU55.3	52	3d ago
HaN fine-tuned	SimSiam	Dice Score78.9	44	3d ago
Thorax-85 (fine-tuned)	Models Genesis	Dice Score0.913	44	3d ago
ABD-110 fine-tuned	Models Genesis	Dice Score80.6	44	3d ago
Pancreas-CT (test)	Swin-UNETR	Dice83.49	44	3d ago
BraTS 2020	MAIL-Seg	Dice0.9113	36	3d ago
Duke (5-fold cross-validation)	EdgeAL	Mean Dice0.83	36	3d ago
ISLES 2022 (test)	M3AE	HD95 (IS)2.64	34	3d ago
BraTS MET 2023 (test)	BrainMVP	HD95 (ET)20.37	34	3d ago
BDD-100k and LIS entire (test)	RobustSAM	mIoU89.58	34	3d ago
CAD-CAP WCE (5-fold cross-validation)		Dice Score82.53	33	3d ago
STARE (test)	clDice+Ours (GraphMorph)	Soft Dice82.83	31	3d ago
Liver tumour	PASTA	DSC69.6	30	3d ago
Lung tumour	PASTA	DSC70.9	30	3d ago
BraTS	Penalty-based constraints	Dice Score0.85	30	3d ago
Cityscapes		mIoU63.39	30	3d ago
SIIM-ACR	M&M	Dice Score80.28	27	3d ago
Hippocampus (test)	global+local(block)	Dice Score86.6	27	3d ago
BraTS 2018 (online evaluation)	ShaSpec*	Dice (Enhancing tumour)78.59	26	3d ago
ISIC Melanoma 2019	Med-SA	Dice93.4	25	3d ago
BraTs Brain-Tumor 2021	Med-SA	Dice90.5	25	3d ago
ImageNet Segmentation	SVO	Pixel Accuracy85.78	22	3d ago
DRIVE (test)	softDice+Ours (GraphMorph)	Soft Dice82.38	22	3d ago
ACDC (test)	Supervised	Dice91.65	22	3d ago
ACDC (val)	Supervised	Dice91.48	22	3d ago

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