Multi-organ segmentation on Synapse multi-organ CT (test)

91.94DSC (Aorta)DAE-Former

Evaluation Results

Method
DAE-Former2024.03	91.94	82.43	17.46	80.88	86.08	72.3	94.98	79.19	88.96	65.12	—	—	—	—	—
H-SAM2024.03	91.88	86.49	8.18	71.11	89.38	87.1	93.34	73.49	95.72	89.93	—	—	—	—	—
EoSeg2026.06	90.8	—	—	74.99	84.85	79.64	94.87	75.89	94.13	88.83	—	—	—	—	85.5
SwinUnet2024.03	90.66	79.13	21.55	79.61	83.28	66.53	94.29	76.6	85.47	56.58	—	—	—	—	—
UCTransNet2026.03	90.35	80.09	—	61.56	82.8	77.83	94.94	62.02	90.74	80.44	—	22.94	—	69.47	—
SP U-Net w. TE2026.02	90.2	80.89	31.18	70.52	84.43	79.76	95.09	63.46	86.69	76.98	—	—	—	—	—
U-Net2026.03	89.93	76.25	—	54.42	78.87	72.87	92.71	59.65	85.98	75.55	—	26.93	—	65.96	—
EMCAD + XAttnRes2026.03	89.8	83.75	—	68	88.23	84.78	95	66.7	92.74	84.75	—	15.58	—	74.85	—
Att-UNet2021.05	89.55	77.77	36.02	68.88	77.98	71.11	93.57	58.04	87.3	75.75	—	—	—	—	—
Att-UNet2021.09	89.55	77.77	36.02	68.88	77.98	71.11	93.57	58.04	87.3	75.75	—	—	—	—	—
Att-Unet2024.06	89.55	77.77	—	68.88	77.98	71.11	93.57	58.04	87.3	75.75	—	—	—	—	—
Att-UNet2026.02	89.55	77.77	36.87	68.88	77.98	71.11	93.57	58.04	87.3	75.75	—	—	—	—	—
Att-UNet2026.06	89.55	—	—	68.88	77.98	71.11	93.57	58.04	87.3	75.75	—	—	—	—	77.77
SP U-Net2026.02	89.26	80.45	31.25	71.59	83.26	76.53	94.77	67.75	86.65	73.8	—	—	—	—	—
U-Net2021.05	89.07	76.85	39.7	69.72	77.77	68.6	93.43	53.98	86.67	75.58	—	—	—	—	—
U-Net2021.09	89.07	76.85	39.7	69.72	77.77	68.6	93.43	53.98	86.67	75.58	—	—	—	—	—
U-Net2024.06	89.07	76.85	—	69.72	77.77	68.6	93.43	53.98	86.67	75.58	—	—	—	—	—
U-Net2026.02	89.07	76.85	39.7	69.72	77.77	68.6	93.43	53.98	86.67	75.58	—	—	—	—	—
U-Net2026.06	89.07	—	—	69.72	77.77	68.6	93.43	53.98	86.67	75.58	—	—	—	—	76.85
CASTformer2022.01	89.05	82.55	—	67.48	86.05	82.17	95.61	67.49	91	81.55	74.69	22.73	5.81	—	—
TransDeepLab2024.03	89	80.16	21.25	79.88	84.08	69.16	93.53	78.4	86.04	61.19	—	—	—	—	—
CATformer2022.01	88.98	82.17	—	67.16	85.72	81.69	95.34	66.53	90.74	81.2	73.22	16.2	4.28	—	—
Unet3+2026.03	88.87	76.93	—	61.93	83.06	76.52	93.83	56.21	81.88	73.17	—	26.77	—	66.02	—
Pyramid UNet2026.02	88.82	79.3	32.31	65.76	82.7	74.8	96.16	57.77	88.8	73.85	—	—	—	—	—
SelfReg-UNet (U-Net backbone)2024.06	88.74	80.34	—	71.78	85.32	80.71	93.8	62.22	84.78	75.39	—	—	—	—	—
SelfReg + UNet2026.06	88.74	—	—	71.78	85.32	80.71	93.8	62.22	84.78	75.39	—	—	—	—	80.34
SAMed2024.03	88.72	81.88	20.64	79.95	80.45	69.11	94.8	82.06	87.77	72.17	—	—	—	—	—
EMCAD2026.03	88.14	83.63	—	68.87	88.08	84.1	95.26	68.51	92.17	83.92	—	15.68	—	74.65	—
MERIT-GCASCADE2023.10	88.05	84.54	—	74.81	88.01	84.83	95.38	69.73	91.92	83.63	75.83	10.38	—	—	—
DeepLabv32024.06	88.04	77.63	—	66.51	82.76	74.21	91.23	58.32	87.43	73.53	—	—	—	—	—
DeepLabv32026.06	88.04	—	—	66.51	82.76	74.21	91.23	58.32	87.43	73.53	—	—	—	—	77.63
HWT UNet2026.02	88.01	77.27	34.16	64.09	81.52	75.2	94.21	54.12	87.17	75.75	—	—	—	—	—
MT-UNet2023.10	87.92	78.59	—	64.99	81.47	77.29	93.06	59.46	87.75	76.81	—	26.59	—	—	—
MT-UNet2026.03	87.92	78.59	—	64.99	81.47	77.29	93.06	59.46	87.75	76.81	—	26.59	—	—	—
U-Net2021.05	87.74	74.68	36.87	63.66	80.6	78.19	93.74	56.9	85.87	74.16	—	—	—	—	—
R50 U-Net2021.09	87.74	74.68	36.87	63.66	80.6	78.19	93.74	56.9	85.87	74.16	—	—	—	—	—
R50 U-Net2024.06	87.74	74.68	—	63.66	80.6	78.19	93.74	56.9	85.87	74.16	—	—	—	—	—
R50 U-Net2026.02	87.74	74.68	36.87	63.66	80.6	78.19	93.74	56.9	85.87	74.16	—	—	—	—	—
R50 U-Net2026.06	87.74	—	—	63.66	80.6	78.19	93.74	56.9	85.87	74.16	—	—	—	—	74.68
MERIT2024.03	87.71	84.9	13.22	74.4	87.79	84.85	95.26	71.81	92.01	85.38	—	—	—	—	—
TransUnet2021.05	87.23	77.48	31.69	63.13	81.87	77.02	94.08	55.86	85.08	75.62	—	—	—	—	—
Transunet2021.09	87.23	77.48	31.69	63.13	81.87	77.02	94.08	55.86	85.08	75.62	—	—	—	—	—
TransUNet2022.01	87.23	77.48	—	63.13	81.87	77.02	94.08	55.86	85.08	75.62	64.78	31.69	8.46	—	—
Trans Unet2024.06	87.23	77.48	—	63.13	81.87	77.02	94.08	55.86	85.08	75.62	—	—	—	—	—
TransUnet2026.02	87.23	77.48	31.69	63.13	81.87	77.02	94.08	55.86	85.08	75.62	—	—	—	—	—
TransUNet2026.06	87.23	—	—	63.13	81.87	77.02	94.08	55.86	85.08	75.62	—	—	—	—	77.48
EViT-UNet2026.06	87.13	—	—	66.53	85.45	83.14	94.92	62.92	89.66	77.18	—	—	—	—	80.87
MISSFormer2021.09	86.99	81.96	18.2	68.65	85.21	82	94.41	65.67	91.92	80.81	—	—	—	—	—
MISSFormer2023.10	86.99	81.96	—	68.65	85.21	82	94.41	65.67	91.92	80.81	—	18.2	—	—	—
MISSFormer2026.03	86.99	81.96	—	68.65	85.21	82	94.41	65.67	91.92	80.81	—	18.2	—	—	—
Cascaded MERIT2023.10	86.67	84.32	—	72.63	87.71	84.62	95.02	70.74	91.98	85.17	75.44	14.27	—	—	—
TransCASCADE2023.10	86.63	82.68	—	68.48	87.66	84.56	94.43	65.33	90.79	83.52	73.48	17.34	—	—	—
TransCASCADE2026.03	86.63	82.68	—	68.48	87.66	84.56	94.43	65.33	90.79	83.52	—	17.34	—	73.48	—
TransUNet2023.10	86.56	77.61	—	60.43	80.54	78.53	94.33	58.47	87.06	75	67.32	26.9	—	—	—
TransUNet2026.03	86.56	77.61	—	60.43	80.54	78.53	94.33	58.47	87.06	75	—	26.9	—	67.32	—
PVT-GCASCADE2023.10	86.5	83.28	—	71.71	87.07	83.77	95.31	66.72	90.84	83.58	73.91	15.83	—	—	—
SelfReg-UNet (SwinUnet backbone)2024.06	86.07	80.54	—	69.65	85.12	82.58	94.18	61.08	87.42	78.22	—	—	—	—	—
SelfReg + SwinUNet2026.06	86.07	—	—	69.65	85.12	82.58	94.18	61.08	87.42	78.22	—	—	—	—	80.54
HiFormer2024.06	85.63	80.29	—	73.29	82.39	64.84	94.22	60.84	91.03	78.07	—	—	—	—	—
HiFormer2026.06	85.63	—	—	73.29	82.39	64.84	94.22	60.84	91.03	78.07	—	—	—	—	80.29
H-SAM2024.03	85.54	80.35	15.54	70.7	85.65	84.16	94.29	56.17	90.21	76.1	—	—	—	—	—
Swin-Unet2021.05	85.47	79.13	21.55	66.53	83.28	79.61	94.29	56.58	90.66	76.6	—	—	—	—	—
Swin-Unet2021.09	85.47	79.13	21.55	66.53	83.28	79.61	94.29	56.58	90.66	76.6	—	—	—	—	—
SwinUNet2022.01	85.47	76.33	—	66.53	83.28	79.61	94.29	56.58	90.66	76.6	65.64	27.16	8.32	—	—
SwinUnet2024.06	85.47	79.13	—	66.53	83.28	79.61	94.29	56.58	90.66	76.6	—	—	—	—	—
SwinUnet2026.02	85.47	79.13	21.55	66.53	83.28	79.61	94.29	56.58	90.66	76.6	—	—	—	—	—
SwinUNet2026.06	85.47	—	—	66.53	83.28	79.61	94.29	56.58	90.66	76.6	—	—	—	—	79.13
MISSFormer_S2021.09	85.31	80.74	19.65	66.47	83.37	81.65	94.52	63.49	91.51	79.63	—	—	—	—	—
U-Net + XAttnRes2026.03	85.2	76.4	—	55.81	75.92	71.73	94.96	60.5	88.71	78.34	—	26.71	—	66.17	—
TransUnet2024.03	85.08	77.48	31.69	77.02	81.87	63.13	94.08	75.62	87.23	55.86	—	—	—	—	—
R50+UNet2023.10	84.18	74.68	—	62.84	79.19	71.29	93.35	48.23	84.41	73.92	—	36.87	—	—	—
UNet2022.01	84	70.11	—	56.7	72.41	62.64	86.98	48.73	81.48	67.96	59.39	44.69	14.41	—	—
UNet2023.10	84	70.11	—	56.7	72.41	62.64	86.98	48.73	81.48	67.96	59.39	44.69	—	—	—
AttnUNet2022.01	83.68	74.74	—	58.63	79.08	74.53	90.81	55.76	83.8	71.68	62.69	33.04	9.49	—	—
CoTr2022.01	83.27	72.6	—	60.41	79.58	73.01	91.93	45.07	82.84	64.67	61.25	41.55	12.42	—	—
PVT-CASCADE2023.10	83.01	81.06	—	70.59	82.23	80.37	94.08	64.43	90.1	83.69	70.88	20.23	—	—	—
PVT-CASCADE2026.03	83.01	81.06	—	70.59	82.23	80.37	94.08	64.43	90.1	83.69	—	20.23	—	70.88	—
SSFormerPVT2023.10	82.78	78.01	—	63.74	80.72	78.11	93.53	61.53	87.07	76.61	67.23	25.72	—	—	—
SSFormer2026.03	82.78	78.01	—	63.74	80.72	78.11	93.53	61.53	87.07	76.61	—	25.72	—	67.23	—
AttnUNet2022.01	82.61	71.7	—	61.94	76.07	70.42	87.54	46.7	80.67	67.66	61.38	34.47	10	—	—
AttnUNet2023.10	82.61	71.7	—	61.94	76.07	70.42	87.54	46.7	80.67	67.66	61.38	34.47	—	—	—
AutoSAM2024.03	82.56	62.08	27.56	41.37	79.6	80.02	89.24	44.22	80.54	61.14	—	—	—	—	—
PolypPVT2023.10	82.34	78.08	—	66.14	81.21	73.78	94.37	59.34	88.05	79.4	67.43	25.61	—	—	—
PolypPVT2026.03	82.34	78.08	—	66.14	81.21	73.78	94.37	59.34	88.05	79.4	—	25.61	—	67.43	—
UNet2022.01	82.21	73.51	—	55.06	76.71	73.07	89.36	53.52	84.91	73.22	63.81	29.65	8.83	—	—
SwinUNet2023.10	81.76	77.58	—	65.95	82.32	79.22	93.73	53.81	88.04	75.79	66.88	27.32	—	—	—
Swin-UNet2026.03	81.76	77.58	—	65.95	82.32	79.22	93.73	53.81	88.04	75.79	—	27.32	—	66.88	—
SAMed2024.03	78.72	75.57	23.02	63.15	82.62	82.25	92.72	52.12	85.82	67.2	—	—	—	—	—
LeVit-Unet2024.06	78.53	78.53	—	62.23	84.61	80.25	93.11	59.07	88.86	72.76	—	—	—	—	—
LeViT-UNet2026.06	78.53	—	—	62.23	84.61	80.25	93.11	59.07	88.86	72.76	—	—	—	—	78.53
SAM Adapter2024.03	77.93	72.8	33.08	57.49	79.02	79	92.67	43.07	83.68	69.48	—	—	—	—	—
V-Net2021.05	75.34	68.81	—	51.87	77.1	80.75	87.84	40.05	80.56	56.98	—	—	—	—	—
V-Net2021.09	75.34	68.81	—	51.87	77.1	80.75	87.84	40.05	80.56	56.98	—	—	—	—	—
AutoSAM2024.03	75.19	55.69	31.67	24.87	76.53	77.44	88.06	34.58	68.8	52.7	—	—	—	—	—
DARR2021.05	74.74	69.77	—	53.77	72.31	73.24	94.08	54.18	89.9	45.96	—	—	—	—	—
DARR2021.09	74.74	69.77	—	53.77	72.31	73.24	94.08	54.18	89.9	45.96	—	—	—	—	—
ViT2021.05	73.73	71.29	32.87	55.13	75.8	72.2	91.51	45.99	81.99	73.95	—	—	—	—	—
R50 ViT2021.09	73.73	71.29	32.87	55.13	75.8	72.2	91.51	45.99	81.99	73.95	—	—	—	—	—
R50 ViT2026.02	73.73	71.29	32.27	55.13	73.52	72.2	91.51	45.99	81.99	73.95	—	—	—	—	—
SAM Adapter2024.03	66.74	58.28	54.22	22.38	66.77	68.38	89.69	26.76	72.42	53.15	—	—	—	—	—