Multi-organ segmentation on Synapse 12 scans (val) benchmark leaderboard · SOTA2 Research

Multi-organ segmentation on Synapse 12 scans (val)

95.77Spleen DSCUNETR++

Evaluation Results

Method	Links
UNETR++2025.08		95.77	87.18	87.54	71.25	96.42	86.01	92.52	81.1	87.22	7.53
Swin-UNETR2025.08		95.37	86.26	86.99	66.54	95.72	77.01	91.12	68.8	83.48	10.55
CENet2025.05		93.58	85.08	91.18	68.29	95.92	81.68	89.19	70.71	85.04	8.84
MSA²Net2025.05		92.69	84.24	88.3	74.35	95.59	84.03	89.47	69.3	84.75	13.29
PVT-EMCAD-B22025.05		92.17	84.1	88.08	68.87	95.26	83.92	88.14	68.51	83.63	15.68
MISSFormer2025.08		91.92	82	85.21	68.65	94.41	80.81	86.99	65.67	81.96	18.2
2D D-LKA Net2025.05		91.22	84.92	88.38	73.79	94.88	84.94	88.34	67.71	84.27	20.04
HiFormer-B2025.05		90.99	79.77	85.23	65.23	94.61	81.08	86.21	59.52	80.39	14.7
Swin-UNet2025.05		90.66	79.61	83.28	66.53	94.29	76.6	85.47	56.58	79.13	21.55
Swin-UNet2025.08		90.66	79.61	83.28	66.53	94.29	76.6	85.47	56.58	79.13	21.55
nnFormer2025.08		90.51	86.25	86.57	70.17	96.84	86.83	92.04	83.35	86.57	10.63
VM-UNet2025.05		89.51	82.76	86.16	69.41	94.17	81.4	86.4	58.8	81.08	19.21
LW-CTrans2025.08		89.48	82.84	85.11	37.52	93.6	63.1	81.75	53.3	73.34	31.47
PCCTrans2025.08		88.84	82.64	85.49	68.79	93.45	71.88	86.59	66.31	80.5	17.1
AMBER–AFNO2025.08		87.82	86.26	87.36	61.33	96.02	80.5	91.42	79.36	83.76	16.96
U-Net2025.08		86.67	68.6	77.77	69.72	93.43	75.58	89.07	53.98	76.85	—
R50 U-Net2025.05		85.87	78.19	80.6	63.66	93.74	74.16	87.74	56.9	74.68	36.87
TransUNet2025.05		85.08	77.02	81.87	63.16	94.08	75.62	87.23	55.86	77.49	31.69
TransUNet2025.08		85.08	77.02	81.87	63.16	94.08	75.62	87.23	55.86	77.49	31.69
UNETR2025.08		85	84.52	85.6	56.3	94.57	70.46	89.8	60.47	78.35	18.59