SOTA 3D Medical Image Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MSWAL	Mednext	DSC60.27	56	3mo ago
LA dataset		Dice91.88	42	2mo ago
LA 8 labeled 72 unlabeled	Our maximum	DSC (%)90.85	27	8d ago
LA 20% labeled	TCSeg (maximum)	DSC91.62	27	8d ago
LA 16 labeled / 64 unlabeled	Our maximum	DSC91.62	26	8d ago
MMWHS MRI	PCg	Dice70.8	24	3mo ago
MMWHS CT	PCg	Dice Score0.765	24	3mo ago
LIDC	PCg	Dice Coefficient74.4	24	3mo ago
Pancreas-CT 20% labeled	TCSeg (maximum)	DSC84.14	22	8d ago
Pancreas 1.0 (10% labeled data)	AD-MT	Dice Coefficient0.8021	17	3mo ago
Left Atrium	Swin-UNetR	Dice94.8	16	3mo ago
AMOS-CT (val)		mDice90.5	13	3mo ago
BraTS		Average Score86.4	12	2mo ago
BraTS 2019 (25 Labeled 225 Unlabeled)	Our maximum	DSC86.52	11	8d ago
Volumetric Medical Images	RefineFormer3D	Params (M)2.94	11	3mo ago
Pancreas 1.0 (20% labeled data)	BCP	Dice82.91	11	3mo ago
LA 4 labeled scans 5% ratio v1	CAML	Dice87.34	11	3mo ago
BCV (test)	ASPP	Sensitivity (Sp)96.5	11	3mo ago
WORD 150 CT scans (test)	NMSW	DSC86.3	11	3mo ago
BraTS 2019 (50 Labeled / 200 Unlabeled)	TraCoCo	DSC (%)0.8669	10	8d ago
Prostate Multi-site collection (test)	DropGen	Mean Dice84.7	10	1mo ago
PanDG Out-of-phase scans (test)	GIN+IPA	Mean Dice50.3	10	1mo ago
HVSMR (test)	RSC	Mean Dice66.2	10	1mo ago
TopCoW MR angiography (MRA) (test)	DropGen	Mean Dice47.8	10	1mo ago
MSD-BraTS FLAIR MRI (test)	DropGen	Mean Dice Score46.2	10	1mo ago

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