Multi-organ Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Synapse multi-organ CT (test)	H-SAM	DSC86.49	95	1mo ago
BTCV (test)	MedSegDiff-V2	Spl97.8	55	3mo ago
Synapse multi-organ segmentation (test)	AgileFormer-T	Avg DSC0.8743	50	3mo ago
Synapse	U-Mamba	Average DSC87.98	47	22d ago
Synapse multi-organ CT v1 (fixed (18 train, 12 test))	TopoMamba-3D	DSC0.9128	26	1mo ago
Synapse multi-organ	SMAFormer	Average DICE86.08	24	8d ago
BTCV	SSFMamba	Spl Score95.44	22	3mo ago
Synapse 12 scans (val)	UNETR++	Spleen DSC95.77	20	1mo ago
Synapse multi-organ CT (val)	Swin-Unet	Average DSC79.13	18	3mo ago
Synapse 20% labeled data (test)	DINO-Mix	Avg. Dice66.45	16	3mo ago
BTCV (5-fold cross-validation)		Spl95.92	14	16d ago
AMOS-CT (val)	BiSegMamba	Mean Dice89.03	13	2d ago
Synapse (test)	BCMDA	Avg. Dice71.2	12	2mo ago
Synapse multi-organ four-fold cross-validation (official)	Att-UNet	Aorta DSC89.55	10	3mo ago
Inhouse dataset	HUR-MACL	Brainstem DSC82.59	9	3mo ago
StructSeg	HUR-MACL	Brainstem DSC86.54	9	3mo ago
Aggregated Partially Labeled Datasets (F, P1, P2, P3, P4) (test)	MargExc MIA	Mean Dice Coefficient93.1	9	3mo ago
Synapse-CT 3-volume (train)	OFL-SAM2	Spleen Dice90.82	7	3mo ago
Synapse-CT 2-volume (train)	OFL-SAM2	Spleen Dice90.11	7	3mo ago
CHAOS MRI (3 folds)	MS-Dual-Guided	DSC (Liver)92.46	7	3mo ago
UMD-PETMR	SegVol	DSC (Aorta)11.46	6	2mo ago
UMD-PETCT	SegAnyPET	Aorta DSC0.2134	6	2mo ago
PETS Organ	SegAnyPET	Liver DSC92.62	6	2mo ago
BTCV (80/20 split)	vox2vec	Spl91.4	6	3mo ago
CT Organ Suite Internal (val)	MedSAM	DSC87.55	6	3mo ago

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