SOTA 3D Medical Image Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
MSWAL	Mednext	DSC60.27	56	3d ago
Pancreas 1.0 (10% labeled data)	AD-MT	Dice Coefficient0.8021	17	3d ago
Left Atrium	Swin-UNetR	Dice94.8	16	3d ago
AMOS-CT (val)		mDice90.5	13	3d ago
LA dataset		Dice91.88	12	3d ago
Volumetric Medical Images	RefineFormer3D	Params (M)2.94	11	3d ago
Pancreas 1.0 (20% labeled data)	BCP	Dice82.91	11	3d ago
LA 4 labeled scans 5% ratio v1	CAML	Dice87.34	11	3d ago
BCV (test)	ASPP	Sensitivity (Sp)96.5	11	3d ago
WORD 150 CT scans (test)	NMSW	DSC86.3	11	3d ago
External Dataset	RegFreeNet	Dice Coefficient0.3187	10	3d ago
SUGH	RegFreeNet	Dice47.22	10	3d ago
ACDC	UNet++	Dice (RV)89.8	10	3d ago
Sliver 07	UNETR+MAPO	Dice Coefficient0.7493	8	3d ago
Parse 2022	DynUNet+MAPO	Dice Coefficient74.2	8	3d ago
Internal DCE-MRI n=87 (val)	TokenSeg	Dice94.49	8	3d ago
IXI TransMorph (test)	UVI-Net (w/o inst opt.)	Dice Score0.818	7	3d ago
OASIS VoxelMorph (test)	UVI-Net (w/o inst opt.)	Dice Score84.3	7	3d ago
BraTS 2023 (test)	HybridMamba	WT Dice94.1	7	3d ago
BTCV (test)	nnUNet + DTC	DICE81.66	6	3d ago
BraTS (test)	RefineFormer3D	Memory Usage (GB)1.5	5	3d ago
BraTS 2019		Training Time (s/iter)0.334	5	3d ago
TotalSegmentator Vertebrae (test)		DSC90.9	4	3d ago
TotalSegmentator Organ 1,204 CT scans (test)		DSC0.898	4	3d ago
Head-Neck Tumor PET	DB-SAM	DSC84.12	3	3d ago

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