SOTA 3D Medical Image Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MSWAL	Mednext	DSC60.27	56	4mo ago
LA dataset		Dice91.88	42	4mo ago
LA 8 labeled 72 unlabeled	Our maximum	DSC (%)90.85	27	2mo ago
LA 20% labeled	TCSeg (maximum)	DSC91.62	27	2mo ago
LA 16 labeled / 64 unlabeled	Our maximum	DSC91.62	26	2mo ago
MMWHS MRI	PCg	Dice70.8	24	4mo ago
MMWHS CT	PCg	Dice Score0.765	24	4mo ago
LIDC	PCg	Dice Coefficient74.4	24	4mo ago
Pancreas-CT 20% labeled	TCSeg (maximum)	DSC84.14	22	2mo ago
OAI-ZIB (test)	SAM2 sam2_hiera_large	Median 3D DSC (Femur)93.22	18	23d ago
Pancreas 1.0 (10% labeled data)	AD-MT	Dice Coefficient0.8021	17	4mo ago
Left Atrium	Swin-UNetR	Dice94.8	16	4mo ago
AMOS-CT (val)		mDice90.5	13	4mo ago
BraTS		Average Score86.4	12	4mo ago
BraTS 2019 (25 Labeled 225 Unlabeled)	Our maximum	DSC86.52	11	2mo ago
Volumetric Medical Images	RefineFormer3D	Params (M)2.94	11	4mo ago
Pancreas 1.0 (20% labeled data)	BCP	Dice82.91	11	4mo ago
LA 4 labeled scans 5% ratio v1	CAML	Dice87.34	11	4mo ago
BCV (test)	ASPP	Sensitivity (Sp)96.5	11	4mo ago
WORD 150 CT scans (test)	NMSW	DSC86.3	11	4mo ago
BraTS 2019 (50 Labeled / 200 Unlabeled)	TraCoCo	DSC (%)0.8669	10	2mo ago
Prostate Multi-site collection (test)	DropGen	Mean Dice84.7	10	3mo ago
PanDG Out-of-phase scans (test)	GIN+IPA	Mean Dice50.3	10	3mo ago
HVSMR (test)	RSC	Mean Dice66.2	10	3mo ago
TopCoW MR angiography (MRA) (test)	DropGen	Mean Dice47.8	10	3mo ago

Showing 25 of 78 rows