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Medical Image Segmentation on Synapse

87.83Average DSC

LHU-Net

Updated 19d ago

Evaluation Results

Method
LHU-Net 2024.04	87.83	96.02	87.46	87.75	74.3	96.83	85.73	92.53	82.04	6.26
D-LKA Net 2024.04	87.49	95.88	88.5	87.64	72.14	96.25	85.03	92.87	81.64	9.57
UNETR++ 2024.04	87.22	95.77	87.18	87.54	71.25	96.42	86.01	92.52	81.1	7.53
nnFormer 2024.04	86.57	90.51	86.25	86.57	70.17	96.84	86.83	92.04	83.35	10.63
nnUNet 2024.04	86.44	91.16	86.21	86.92	69.77	96.49	85.92	91.78	83.23	10.91
MedNeXt-M-K5 2024.04	85.97	91.16	87.51	87.67	71.31	97.01	80.46	92.48	80.2	17.59
MedNeXt-M-K3 2024.04	85.71	90.63	86.5	87.66	73	96.92	77.89	92.25	80.81	19.1
PVT-GDLA 2026.03	85.32	92.96	85.03	90.16	69.97	96.32	88.99	88.26	70.86	12.41
MD-RWKV-UNet 2026.03	85.07	-	-	-	-	-	-	-	-	14.67
CoTr 2024.04	85.05	94.93	86.8	87.67	62.9	96.37	80.46	92.43	78.84	9.04
CENet 2026.03	85.04	93.58	85.08	91.18	68.29	95.92	81.68	89.19	70.71	8.84
MSA2Net 2026.03	84.75	92.69	84.24	88.3	74.35	95.59	84.03	89.47	69.3	13.29
2D D-LKA Net 2026.03	84.27	91.22	84.92	88.38	73.79	94.88	84.94	88.34	67.71	20.04
RWKV-UNet 2026.03	84.02	-	-	-	-	-	-	-	-	16.09
TC-CoNet 2024.04	83.86	91.77	87.92	88.16	62	96.35	79.4	92.45	72.78	9.64
PVT-SelfAttn 2026.03	83.77	91.72	85.67	87.2	67.88	95.92	85	89.79	66.93	22.4
xLSTM-VMUNet 2026.03	83.74	-	-	-	-	-	-	-	-	15.59
PVT-DiffAttn 2026.03	83.73	92.17	83.43	86.94	68.64	95.73	85.74	88.28	68.94	23.24
PVT-EMCAD-B2 2026.03	83.63	92.17	84.1	88.08	68.87	95.26	83.92	88.14	68.51	15.68
PVT-EMCAD 2026.03	83.63	-	-	-	-	-	-	-	-	15.68
Swin-UNETR 2024.04	83.48	95.37	86.26	86.99	66.54	95.72	77.01	91.12	68.8	10.55
PVT-LinearAttn 2026.03	83.33	90.46	83.22	87.02	69	95.92	85.54	88.23	67.28	18.62
TransBTS 2024.04	83.28	91.65	86.99	87.46	62.52	96.42	77.39	91.71	72.12	12.34
Trans-CASCADE 2026.03	82.68	-	-	-	-	-	-	-	-	17.34
nn-UNet 2026.03	82.35	-	-	-	-	-	-	-	-	18.76
VM-UNet 2026.03	81.08	89.51	82.76	86.16	69.41	94.17	81.4	86.4	58.8	19.21
VM-UNet 2026.03	81.08	-	-	-	-	-	-	-	-	19.21
PVT-GCASCADE 2026.03	81.06	-	-	-	-	-	-	-	-	20.23
Hiformer 2026.03	80.69	-	-	-	-	-	-	-	-	19.14
SDAUT 2026.03	80.67	-	-	-	-	-	-	-	-	25.59
HiFormer-B 2026.03	80.39	90.99	79.77	85.23	65.23	94.61	81.08	86.21	59.52	14.7
TransDeepLab 2026.03	80.16	-	-	-	-	-	-	-	-	21.25
H-SAM 2024.03	79.36	-	-	-	-	-	-	-	-	-
Swin-UNet 2026.03	79.13	90.66	79.61	83.28	66.53	94.29	76.6	85.47	56.58	21.55
SwinUNet 2026.03	79.13	-	-	-	-	-	-	-	-	21.55
MixedUNet 2026.03	78.59	-	-	-	-	-	-	-	-	26.59
CoTr 2026.03	78.56	-	-	-	-	-	-	-	-	24.05
UNETR 2024.04	78.35	85	84.52	85.6	56.3	94.57	70.46	89.8	60.47	18.59
Att-UNet 2026.03	77.77	-	-	-	-	-	-	-	-	36.02
TransUNet 2026.03	77.49	85.08	77.02	81.87	63.16	94.08	75.62	87.23	55.86	31.69
TransUNet 2026.03	77.48	-	-	-	-	-	-	-	-	31.69
U-Net 2026.03	76.85	-	-	-	-	-	-	-	-	39.7
MagicNet 2024.03	75.53	-	-	-	-	-	-	-	-	-
R50+U-Net 2026.03	74.68	85.87	78.19	80.6	63.66	93.74	74.16	87.74	56.9	36.87
UA-MT 2024.03	61.2	-	-	-	-	-	-	-	-	-
SS-Net 2024.03	56.74	-	-	-	-	-	-	-	-	-
U-Net 2026.01	42.08	-	-	-	-	-	-	-	-	97.74
Attention-Unet 2026.01	39.93	-	-	-	-	-	-	-	-	87.19
SegResNet 2026.01	29.2	-	-	-	-	-	-	-	-	121.51
nn-UNet 2026.01	23.3	-	-	-	-	-	-	-	-	183.46
SegNet 2026.01	17.09	-	-	-	-	-	-	-	-	87.25
MultiResUNet 2026.01	0.57	-	-	-	-	-	-	-	-	196.07