Share your thoughts, 1 month free Claude Pro on usSee more

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

91.94DSC (Aorta)

DAE-Former

Updated 23d ago

Evaluation Results

Method
DAE-Former 2024.03	91.94	82.43	17.46	80.88	86.08	72.3	94.98	79.19	88.96	65.12	-	-	-	-	-
H-SAM 2024.03	91.88	86.49	8.18	71.11	89.38	87.1	93.34	73.49	95.72	89.93	-	-	-	-	-
EoSeg 2026.06	90.8	-	-	74.99	84.85	79.64	94.87	75.89	94.13	88.83	-	-	-	-	85.5
SwinUnet 2024.03	90.66	79.13	21.55	79.61	83.28	66.53	94.29	76.6	85.47	56.58	-	-	-	-	-
UCTransNet 2026.03	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. TE 2026.02	90.2	80.89	31.18	70.52	84.43	79.76	95.09	63.46	86.69	76.98	-	-	-	-	-
U-Net 2026.03	89.93	76.25	-	54.42	78.87	72.87	92.71	59.65	85.98	75.55	-	26.93	-	65.96	-
EMCAD + XAttnRes 2026.03	89.8	83.75	-	68	88.23	84.78	95	66.7	92.74	84.75	-	15.58	-	74.85	-
Att-UNet 2021.05	89.55	77.77	36.02	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-	-	-
Att-UNet 2021.09	89.55	77.77	36.02	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-	-	-
Att-Unet 2024.06	89.55	77.77	-	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-	-	-
Att-UNet 2026.02	89.55	77.77	36.87	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-	-	-
Att-UNet 2026.06	89.55	-	-	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-	-	77.77
SP U-Net 2026.02	89.26	80.45	31.25	71.59	83.26	76.53	94.77	67.75	86.65	73.8	-	-	-	-	-
U-Net 2021.05	89.07	76.85	39.7	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-	-	-
U-Net 2021.09	89.07	76.85	39.7	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-	-	-
U-Net 2024.06	89.07	76.85	-	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-	-	-
U-Net 2026.02	89.07	76.85	39.7	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-	-	-
U-Net 2026.06	89.07	-	-	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-	-	76.85
CASTformer 2022.01	89.05	82.55	-	67.48	86.05	82.17	95.61	67.49	91	81.55	74.69	22.73	5.81	-	-
TransDeepLab 2024.03	89	80.16	21.25	79.88	84.08	69.16	93.53	78.4	86.04	61.19	-	-	-	-	-
CATformer 2022.01	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 UNet 2026.02	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 + UNet 2026.06	88.74	-	-	71.78	85.32	80.71	93.8	62.22	84.78	75.39	-	-	-	-	80.34
SAMed 2024.03	88.72	81.88	20.64	79.95	80.45	69.11	94.8	82.06	87.77	72.17	-	-	-	-	-
EMCAD 2026.03	88.14	83.63	-	68.87	88.08	84.1	95.26	68.51	92.17	83.92	-	15.68	-	74.65	-
MERIT-GCASCADE 2023.10	88.05	84.54	-	74.81	88.01	84.83	95.38	69.73	91.92	83.63	75.83	10.38	-	-	-
DeepLabv3 2024.06	88.04	77.63	-	66.51	82.76	74.21	91.23	58.32	87.43	73.53	-	-	-	-	-
DeepLabv3 2026.06	88.04	-	-	66.51	82.76	74.21	91.23	58.32	87.43	73.53	-	-	-	-	77.63
HWT UNet 2026.02	88.01	77.27	34.16	64.09	81.52	75.2	94.21	54.12	87.17	75.75	-	-	-	-	-
MT-UNet 2023.10	87.92	78.59	-	64.99	81.47	77.29	93.06	59.46	87.75	76.81	-	26.59	-	-	-
MT-UNet 2026.03	87.92	78.59	-	64.99	81.47	77.29	93.06	59.46	87.75	76.81	-	26.59	-	-	-
U-Net 2021.05	87.74	74.68	36.87	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-	-	-
R50 U-Net 2021.09	87.74	74.68	36.87	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-	-	-
R50 U-Net 2024.06	87.74	74.68	-	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-	-	-
R50 U-Net 2026.02	87.74	74.68	36.87	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-	-	-
R50 U-Net 2026.06	87.74	-	-	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-	-	74.68
MERIT 2024.03	87.71	84.9	13.22	74.4	87.79	84.85	95.26	71.81	92.01	85.38	-	-	-	-	-
TransUnet 2021.05	87.23	77.48	31.69	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-	-	-
Transunet 2021.09	87.23	77.48	31.69	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-	-	-
TransUNet 2022.01	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 Unet 2024.06	87.23	77.48	-	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-	-	-
TransUnet 2026.02	87.23	77.48	31.69	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-	-	-
TransUNet 2026.06	87.23	-	-	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-	-	77.48
EViT-UNet 2026.06	87.13	-	-	66.53	85.45	83.14	94.92	62.92	89.66	77.18	-	-	-	-	80.87
MISSFormer 2021.09	86.99	81.96	18.2	68.65	85.21	82	94.41	65.67	91.92	80.81	-	-	-	-	-
MISSFormer 2023.10	86.99	81.96	-	68.65	85.21	82	94.41	65.67	91.92	80.81	-	18.2	-	-	-
MISSFormer 2026.03	86.99	81.96	-	68.65	85.21	82	94.41	65.67	91.92	80.81	-	18.2	-	-	-
Cascaded MERIT 2023.10	86.67	84.32	-	72.63	87.71	84.62	95.02	70.74	91.98	85.17	75.44	14.27	-	-	-
TransCASCADE 2023.10	86.63	82.68	-	68.48	87.66	84.56	94.43	65.33	90.79	83.52	73.48	17.34	-	-	-
TransCASCADE 2026.03	86.63	82.68	-	68.48	87.66	84.56	94.43	65.33	90.79	83.52	-	17.34	-	73.48	-
TransUNet 2023.10	86.56	77.61	-	60.43	80.54	78.53	94.33	58.47	87.06	75	67.32	26.9	-	-	-
TransUNet 2026.03	86.56	77.61	-	60.43	80.54	78.53	94.33	58.47	87.06	75	-	26.9	-	67.32	-
PVT-GCASCADE 2023.10	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 + SwinUNet 2026.06	86.07	-	-	69.65	85.12	82.58	94.18	61.08	87.42	78.22	-	-	-	-	80.54
HiFormer 2024.06	85.63	80.29	-	73.29	82.39	64.84	94.22	60.84	91.03	78.07	-	-	-	-	-
HiFormer 2026.06	85.63	-	-	73.29	82.39	64.84	94.22	60.84	91.03	78.07	-	-	-	-	80.29
H-SAM 2024.03	85.54	80.35	15.54	70.7	85.65	84.16	94.29	56.17	90.21	76.1	-	-	-	-	-
Swin-Unet 2021.05	85.47	79.13	21.55	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-	-	-
Swin-Unet 2021.09	85.47	79.13	21.55	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-	-	-
SwinUNet 2022.01	85.47	76.33	-	66.53	83.28	79.61	94.29	56.58	90.66	76.6	65.64	27.16	8.32	-	-
SwinUnet 2024.06	85.47	79.13	-	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-	-	-
SwinUnet 2026.02	85.47	79.13	21.55	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-	-	-
SwinUNet 2026.06	85.47	-	-	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-	-	79.13
MISSFormer_S 2021.09	85.31	80.74	19.65	66.47	83.37	81.65	94.52	63.49	91.51	79.63	-	-	-	-	-
U-Net + XAttnRes 2026.03	85.2	76.4	-	55.81	75.92	71.73	94.96	60.5	88.71	78.34	-	26.71	-	66.17	-
TransUnet 2024.03	85.08	77.48	31.69	77.02	81.87	63.13	94.08	75.62	87.23	55.86	-	-	-	-	-
R50+UNet 2023.10	84.18	74.68	-	62.84	79.19	71.29	93.35	48.23	84.41	73.92	-	36.87	-	-	-
UNet 2022.01	84	70.11	-	56.7	72.41	62.64	86.98	48.73	81.48	67.96	59.39	44.69	14.41	-	-
UNet 2023.10	84	70.11	-	56.7	72.41	62.64	86.98	48.73	81.48	67.96	59.39	44.69	-	-	-
AttnUNet 2022.01	83.68	74.74	-	58.63	79.08	74.53	90.81	55.76	83.8	71.68	62.69	33.04	9.49	-	-
CoTr 2022.01	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-CASCADE 2023.10	83.01	81.06	-	70.59	82.23	80.37	94.08	64.43	90.1	83.69	70.88	20.23	-	-	-
PVT-CASCADE 2026.03	83.01	81.06	-	70.59	82.23	80.37	94.08	64.43	90.1	83.69	-	20.23	-	70.88	-
SSFormerPVT 2023.10	82.78	78.01	-	63.74	80.72	78.11	93.53	61.53	87.07	76.61	67.23	25.72	-	-	-
SSFormer 2026.03	82.78	78.01	-	63.74	80.72	78.11	93.53	61.53	87.07	76.61	-	25.72	-	67.23	-
AttnUNet 2022.01	82.61	71.7	-	61.94	76.07	70.42	87.54	46.7	80.67	67.66	61.38	34.47	10	-	-
AttnUNet 2023.10	82.61	71.7	-	61.94	76.07	70.42	87.54	46.7	80.67	67.66	61.38	34.47	-	-	-
AutoSAM 2024.03	82.56	62.08	27.56	41.37	79.6	80.02	89.24	44.22	80.54	61.14	-	-	-	-	-
PolypPVT 2023.10	82.34	78.08	-	66.14	81.21	73.78	94.37	59.34	88.05	79.4	67.43	25.61	-	-	-
PolypPVT 2026.03	82.34	78.08	-	66.14	81.21	73.78	94.37	59.34	88.05	79.4	-	25.61	-	67.43	-
UNet 2022.01	82.21	73.51	-	55.06	76.71	73.07	89.36	53.52	84.91	73.22	63.81	29.65	8.83	-	-
SwinUNet 2023.10	81.76	77.58	-	65.95	82.32	79.22	93.73	53.81	88.04	75.79	66.88	27.32	-	-	-
Swin-UNet 2026.03	81.76	77.58	-	65.95	82.32	79.22	93.73	53.81	88.04	75.79	-	27.32	-	66.88	-
SAMed 2024.03	78.72	75.57	23.02	63.15	82.62	82.25	92.72	52.12	85.82	67.2	-	-	-	-	-
LeVit-Unet 2024.06	78.53	78.53	-	62.23	84.61	80.25	93.11	59.07	88.86	72.76	-	-	-	-	-
LeViT-UNet 2026.06	78.53	-	-	62.23	84.61	80.25	93.11	59.07	88.86	72.76	-	-	-	-	78.53
SAM Adapter 2024.03	77.93	72.8	33.08	57.49	79.02	79	92.67	43.07	83.68	69.48	-	-	-	-	-
V-Net 2021.05	75.34	68.81	-	51.87	77.1	80.75	87.84	40.05	80.56	56.98	-	-	-	-	-
V-Net 2021.09	75.34	68.81	-	51.87	77.1	80.75	87.84	40.05	80.56	56.98	-	-	-	-	-
AutoSAM 2024.03	75.19	55.69	31.67	24.87	76.53	77.44	88.06	34.58	68.8	52.7	-	-	-	-	-
DARR 2021.05	74.74	69.77	-	53.77	72.31	73.24	94.08	54.18	89.9	45.96	-	-	-	-	-
DARR 2021.09	74.74	69.77	-	53.77	72.31	73.24	94.08	54.18	89.9	45.96	-	-	-	-	-
ViT 2021.05	73.73	71.29	32.87	55.13	75.8	72.2	91.51	45.99	81.99	73.95	-	-	-	-	-
R50 ViT 2021.09	73.73	71.29	32.87	55.13	75.8	72.2	91.51	45.99	81.99	73.95	-	-	-	-	-
R50 ViT 2026.02	73.73	71.29	32.27	55.13	73.52	72.2	91.51	45.99	81.99	73.95	-	-	-	-	-
SAM Adapter 2024.03	66.74	58.28	54.22	22.38	66.77	68.38	89.69	26.76	72.42	53.15	-	-	-	-	-

Showing 100 of 108 rows