Multi-organ Segmentation on Synapse multi-organ CT benchmark leaderboard · SOTA2 Research

Multi-organ Segmentation on Synapse multi-organ CT

95.77DSC (Spleen)UNETR++

Evaluation Results

Method	Links
UNETR++2025.12		95.77	87.18	87.54	71.25	96.42	86.01	92.52	81.1	87.22	—
Swin-UNETR2025.12		95.37	86.26	86.99	66.54	95.72	77.01	91.12	68.8	83.48	—
SwinUNETR-RH2025.12		95.28	89.74	88.16	63.45	96.81	82.74	93.47	79.39	86.13	—
PG-SAM2026.03		93.12	84.57	87.93	73.26	95.4	86.62	93.12	71.49	84.79	7.61
H-SAM2026.03		92.34	85.99	87.71	69.65	95.2	86.27	87.53	72.53	84.65	7.29
SEG-SAM2026.03		92.1	84.16	86.39	70.21	94.91	86.06	87.42	71.48	84.09	10.26
MISSFormer2025.12		91.92	82	85.21	68.65	94.41	80.81	86.99	65.67	81.96	—
Swin-UNet2025.12		90.66	79.61	83.28	66.53	94.29	76.6	85.47	56.58	79.13	—
SwinUNet2026.03		90.66	79.61	83.28	66.53	94.29	76.6	85.47	56.58	79.13	21.55
nnFormer2025.12		90.51	86.25	86.57	70.17	96.84	86.83	92.04	83.35	86.57	—
nnFormer2026.03		90.51	86.25	86.57	70.17	96.84	86.83	92.4	83.35	86.57	10.78
nnU-Net2026.03		90.31	91.46	86.07	71.71	95.84	79.01	92.39	82.92	86.21	10.63
TransUNet2025.12		88.91	85.08	77.02	81.87	94.08	75.62	87.23	55.86	77.49	—
UNETR2026.03		87.81	84.8	85.66	60.56	94.46	73.99	89.99	59.25	79.56	18.59
U-Net2025.12		86.67	68.6	77.77	69.72	93.43	75.58	89.07	53.98	76.85	—
TransUNet2026.03		85.08	77.02	81.87	63.16	94.08	75.62	87.23	55.86	77.48	31.69
UNETR2025.12		85	84.52	85.6	56.3	94.57	70.46	89.8	60.47	78.35	—
SAM3D2026.03		84.29	85.64	86.31	49.81	95.42	76.11	89.57	69.32	79.56	23.1
SAM Adapter + SAIF2026.03		59.12	67.23	68.84	71.23	64.32	75.21	75.14	60.03	67.64	17.75
SAM Adapter2026.03		58.23	62.07	64.57	66.89	62.54	71.1	72.34	55.72	64.18	33.08
MedSAM + SAIF2026.03		44.49	74.88	72.08	64.63	65.84	67.85	80.19	44.79	66	17.77
SAMed + SAIF2026.03		42.2	90.37	91.85	96.74	83.12	89.37	78.1	92.81	84.95	7.11
MedSAM2026.03		40.61	69.29	64.36	60.17	62.69	64.67	74.69	40.32	61.31	20.37
SAMed2026.03		38.17	83.41	80.09	82.89	83.06	68.01	76.32	75.33	73.41	28.89