Our new X account is live! Follow @wizwand_team for updates

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

86.49DSC

H-SAM

Updated 3d ago

Evaluation Results

Method	Links
H-SAM 2024.03		86.49	8.18	91.88	71.11	89.38	87.1	93.34	73.49	95.72	89.93	-	-	-
MERIT 2024.03		84.9	13.22	87.71	74.4	87.79	84.85	95.26	71.81	92.01	85.38	-	-	-
MERIT-GCASCADE 2023.10		84.54	-	88.05	74.81	88.01	84.83	95.38	69.73	91.92	83.63	75.83	10.38	-
Cascaded MERIT 2023.10		84.32	-	86.67	72.63	87.71	84.62	95.02	70.74	91.98	85.17	75.44	14.27	-
PVT-GCASCADE 2023.10		83.28	-	86.5	71.71	87.07	83.77	95.31	66.72	90.84	83.58	73.91	15.83	-
TransCASCADE 2023.10		82.68	-	86.63	68.48	87.66	84.56	94.43	65.33	90.79	83.52	73.48	17.34	-
CASTformer 2022.01		82.55	-	89.05	67.48	86.05	82.17	95.61	67.49	91	81.55	74.69	22.73	5.81
DAE-Former 2024.03		82.43	17.46	91.94	80.88	86.08	72.3	94.98	79.19	88.96	65.12	-	-	-
CATformer 2022.01		82.17	-	88.98	67.16	85.72	81.69	95.34	66.53	90.74	81.2	73.22	16.2	4.28
MISSFormer 2021.09		81.96	18.2	86.99	68.65	85.21	82	94.41	65.67	91.92	80.81	-	-	-
MISSFormer 2023.10		81.96	-	86.99	68.65	85.21	82	94.41	65.67	91.92	80.81	-	18.2	-
SAMed 2024.03		81.88	20.64	88.72	79.95	80.45	69.11	94.8	82.06	87.77	72.17	-	-	-
PVT-CASCADE 2023.10		81.06	-	83.01	70.59	82.23	80.37	94.08	64.43	90.1	83.69	70.88	20.23	-
SP U-Net w. TE 2026.02		80.89	31.18	90.2	70.52	84.43	79.76	95.09	63.46	86.69	76.98	-	-	-
MISSFormer_S 2021.09		80.74	19.65	85.31	66.47	83.37	81.65	94.52	63.49	91.51	79.63	-	-	-
SelfReg-UNet (SwinUnet backbone) 2024.06		80.54	-	86.07	69.65	85.12	82.58	94.18	61.08	87.42	78.22	-	-	-
SP U-Net 2026.02		80.45	31.25	89.26	71.59	83.26	76.53	94.77	67.75	86.65	73.8	-	-	-
H-SAM 2024.03		80.35	15.54	85.54	70.7	85.65	84.16	94.29	56.17	90.21	76.1	-	-	-
SelfReg-UNet (U-Net backbone) 2024.06		80.34	-	88.74	71.78	85.32	80.71	93.8	62.22	84.78	75.39	-	-	-
HiFormer 2024.06		80.29	-	85.63	73.29	82.39	64.84	94.22	60.84	91.03	78.07	-	-	-
TransDeepLab 2024.03		80.16	21.25	89	79.88	84.08	69.16	93.53	78.4	86.04	61.19	-	-	-
Pyramid UNet 2026.02		79.3	32.31	88.82	65.76	82.7	74.8	96.16	57.77	88.8	73.85	-	-	-
Swin-Unet 2021.05		79.13	21.55	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-
Swin-Unet 2021.09		79.13	21.55	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-
SwinUnet 2024.03		79.13	21.55	90.66	79.61	83.28	66.53	94.29	76.6	85.47	56.58	-	-	-
SwinUnet 2024.06		79.13	-	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-
SwinUnet 2026.02		79.13	21.55	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6	-	-	-
MT-UNet 2023.10		78.59	-	87.92	64.99	81.47	77.29	93.06	59.46	87.75	76.81	-	26.59	-
LeVit-Unet 2024.06		78.53	-	78.53	62.23	84.61	80.25	93.11	59.07	88.86	72.76	-	-	-
PolypPVT 2023.10		78.08	-	82.34	66.14	81.21	73.78	94.37	59.34	88.05	79.4	67.43	25.61	-
SSFormerPVT 2023.10		78.01	-	82.78	63.74	80.72	78.11	93.53	61.53	87.07	76.61	67.23	25.72	-
Att-UNet 2021.05		77.77	36.02	89.55	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-
Att-UNet 2021.09		77.77	36.02	89.55	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-
Att-Unet 2024.06		77.77	-	89.55	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-
Att-UNet 2026.02		77.77	36.87	89.55	68.88	77.98	71.11	93.57	58.04	87.3	75.75	-	-	-
DeepLabv3 2024.06		77.63	-	88.04	66.51	82.76	74.21	91.23	58.32	87.43	73.53	-	-	-
TransUNet 2023.10		77.61	-	86.56	60.43	80.54	78.53	94.33	58.47	87.06	75	67.32	26.9	-
SwinUNet 2023.10		77.58	-	81.76	65.95	82.32	79.22	93.73	53.81	88.04	75.79	66.88	27.32	-
TransUnet 2021.05		77.48	31.69	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-
Transunet 2021.09		77.48	31.69	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-
TransUNet 2022.01		77.48	-	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62	64.78	31.69	8.46
TransUnet 2024.03		77.48	31.69	85.08	77.02	81.87	63.13	94.08	75.62	87.23	55.86	-	-	-
Trans Unet 2024.06		77.48	-	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-
TransUnet 2026.02		77.48	31.69	87.23	63.13	81.87	77.02	94.08	55.86	85.08	75.62	-	-	-
HWT UNet 2026.02		77.27	34.16	88.01	64.09	81.52	75.2	94.21	54.12	87.17	75.75	-	-	-
U-Net 2021.05		76.85	39.7	89.07	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-
U-Net 2021.09		76.85	39.7	89.07	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-
U-Net 2024.06		76.85	-	89.07	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-
U-Net 2026.02		76.85	39.7	89.07	69.72	77.77	68.6	93.43	53.98	86.67	75.58	-	-	-
SwinUNet 2022.01		76.33	-	85.47	66.53	83.28	79.61	94.29	56.58	90.66	76.6	65.64	27.16	8.32
Att-UNet 2021.05		75.57	36.97	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95	-	-	-
R50 Att-Unet 2021.09		75.57	36.97	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95	-	-	-
R50+AttnUNet 2023.10		75.57	-	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95	-	36.97	-
SAMed 2024.03		75.57	23.02	78.72	63.15	82.62	82.25	92.72	52.12	85.82	67.2	-	-	-
R50 Att-Unet 2024.06		75.57	-	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95	-	-	-
R50 Att-UNet 2026.02		75.57	37.66	55.92	63.91	79.2	72.71	93.56	49.37	87.19	74.95	-	-	-
AttnUNet 2022.01		74.74	-	83.68	58.63	79.08	74.53	90.81	55.76	83.8	71.68	62.69	33.04	9.49
U-Net 2021.05		74.68	36.87	87.74	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-
R50 U-Net 2021.09		74.68	36.87	87.74	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-
R50+UNet 2023.10		74.68	-	84.18	62.84	79.19	71.29	93.35	48.23	84.41	73.92	-	36.87	-
R50 U-Net 2024.06		74.68	-	87.74	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-
R50 U-Net 2026.02		74.68	36.87	87.74	63.66	80.6	78.19	93.74	56.9	85.87	74.16	-	-	-
UNet 2022.01		73.51	-	82.21	55.06	76.71	73.07	89.36	53.52	84.91	73.22	63.81	29.65	8.83
SAM Adapter 2024.03		72.8	33.08	77.93	57.49	79.02	79	92.67	43.07	83.68	69.48	-	-	-
CoTr 2022.01		72.6	-	83.27	60.41	79.58	73.01	91.93	45.07	82.84	64.67	61.25	41.55	12.42
AttnUNet 2022.01		71.7	-	82.61	61.94	76.07	70.42	87.54	46.7	80.67	67.66	61.38	34.47	10
AttnUNet 2023.10		71.7	-	82.61	61.94	76.07	70.42	87.54	46.7	80.67	67.66	61.38	34.47	-
ViT 2021.05		71.29	32.87	73.73	55.13	75.8	72.2	91.51	45.99	81.99	73.95	-	-	-
R50 ViT 2021.09		71.29	32.87	73.73	55.13	75.8	72.2	91.51	45.99	81.99	73.95	-	-	-
R50 ViT 2026.02		71.29	32.27	73.73	55.13	73.52	72.2	91.51	45.99	81.99	73.95	-	-	-
UNet 2022.01		70.11	-	84	56.7	72.41	62.64	86.98	48.73	81.48	67.96	59.39	44.69	14.41
UNet 2023.10		70.11	-	84	56.7	72.41	62.64	86.98	48.73	81.48	67.96	59.39	44.69	-
DARR 2021.05		69.77	-	74.74	53.77	72.31	73.24	94.08	54.18	89.9	45.96	-	-	-
DARR 2021.09		69.77	-	74.74	53.77	72.31	73.24	94.08	54.18	89.9	45.96	-	-	-
V-Net 2021.05		68.81	-	75.34	51.87	77.1	80.75	87.84	40.05	80.56	56.98	-	-	-
V-Net 2021.09		68.81	-	75.34	51.87	77.1	80.75	87.84	40.05	80.56	56.98	-	-	-
SETR 2022.01		66.3	-	66.63	38.34	74.45	68.49	92.18	35.91	83.01	71.41	54.19	29.09	7.16
AutoSAM 2024.03		62.08	27.56	82.56	41.37	79.6	80.02	89.24	44.22	80.54	61.14	-	-	-
SAM Adapter 2024.03		58.28	54.22	66.74	22.38	66.77	68.38	89.69	26.76	72.42	53.15	-	-	-
AutoSAM 2024.03		55.69	31.67	75.19	24.87	76.53	77.44	88.06	34.58	68.8	52.7	-	-	-
CoTr w/o CNN-encoder 2022.01		54.82	-	63.22	37.86	67.1	60.61	88.48	15.46	60.74	45.12	42.49	69.58	20.37