Medical Image Segmentation on ACDC (Structure-specific DSC and HD)

92.35DSC (Avg)Deco-Mamba-V1

Evaluation results

Method
Deco-Mamba-V12026.03	92.35	90.49	90.39	96.16	—
MERIT-GCASCADE2023.10	92.23	90.64	89.96	96.08	—
FAT-Net + ConvFormer2023.09	92.18	90.69	89.57	96.28	11.32
PVT-EMCAD-B22026.03	92.12	90.65	89.68	96.02	—
HCMUNet2026.03	92.11	91.5	90.2	94.61	—
Patcher + ConvFormer2023.09	92.07	90.91	89.54	95.78	12.29
PVT-GCASCADE2023.10	91.95	90.31	89.63	95.91	—
FAT-Net + Refiner2023.09	91.94	90.54	89.7	95.58	13.37
Cascaded MERIT2023.10	91.85	90.23	89.53	95.8	—
Cascaded-MERIT2026.03	91.85	90.23	89.53	95.8	—
FAT-Net + LayerScale2023.09	91.71	90.01	89.39	95.71	13.5
TransCASCADE2023.10	91.63	90.25	89.14	95.5	—
FAT-Net + Re-attention2023.09	91.61	89.99	89.18	95.64	14
Deco-Mamba-V02026.03	91.55	89.77	89.34	95.54	—
SelfReg-UNet + SwinUnet2024.06	91.49	89.49	89.27	95.7	—
FAT-Net2023.09	91.46	90.13	88.61	95.6	13.82
PVT-CASCADE2023.10	91.46	89.97	88.9	95.5	—
SelfReg-UNet + Unet2024.06	91.43	88.92	89.49	95.88	—
TransUNet + ConvFormer2023.09	91.42	90.17	88.84	95.25	13.96
Patcher2023.09	91.41	89.56	89.12	95.53	13.55
TransUNet + LayerScale2023.09	91.3	89.37	88.79	95.75	13.68
Patcher + Refiner2023.09	91.26	89.65	88.58	95.57	13.93
TransUNet + Re-attention2023.09	91.25	89.91	88.61	95.22	13.79
Patcher + Re-attention2023.09	91.25	89.77	88.58	95.39	14.49
UCTransNet2026.03	91.25	88.85	89.28	95.6	—
Swin-UMamba2026.03	91.18	89.34	88.94	95.26	—
Patcher + LayerScale2023.09	91.07	88.94	88.81	95.46	15.48
SETR + ConvFormer2023.09	91	89.26	88.6	95.15	14.08
PAG-TransYnet2026.03	90.89	89.64	88.48	94.53	—
MISSFormer2023.10	90.86	89.55	88.04	94.99	—
MISSFormer2026.03	90.86	89.55	88.04	94.99	—
HiFormer2024.06	90.82	88.55	88.44	95.47	—
TransUNet2023.09	90.8	89.59	87.81	94.99	14.58
TransUNet + Refiner2023.09	90.76	88.66	88.39	95.22	14.73
UNet++2026.03	90.65	88.52	88.31	95.12	—
PVT-CASCADE2024.06	90.45	87.2	88.96	95.19	—
MT-UNet2023.10	90.43	86.64	89.04	95.62	—
MT-Unet2026.03	90.43	86.64	89.04	95.62	—
TransFuse + ConvFormer2023.09	89.88	88.85	86.5	94.3	12.84
TransUNet2023.10	89.71	86.67	87.27	95.18	—
TransUnet2024.06	89.71	86.67	87.27	95.18	—
TransUNet2026.03	89.71	86.67	87.27	95.18	—
Unet2024.06	89.68	87.17	87.21	94.68	—
Mamba-Unet2026.03	89.11	86.89	85.58	94.86	—
TransFuse2023.09	89.1	87.85	85.73	93.73	14.98
TransFuse + Refiner2023.09	89.06	87.88	85.55	93.75	14.05
TransFuse + LayerScale2023.09	88.85	87.81	85.24	93.5	13.53
VM-UNet2026.03	88.61	85.33	86.16	94.33	—
TransFuse + Re-attention2023.09	88.48	87.05	85.37	93	16.2
LeVit-Unet2024.06	88.21	85.56	84.75	94.32	—
SwinUNet2023.10	88.07	85.77	84.42	94.03	—
SwinUnet2024.06	88.07	85.77	84.42	94.03	—
SwinUNet2026.03	88.07	85.77	84.42	94.03	—
Att-UNet2026.03	88.04	86.7	84.59	92.83	—
U-Net2026.03	87.84	86.51	84.66	92.36	—
R50+ViT+CUP2023.10	87.57	86.07	81.88	94.75	—
R50+UNet2023.10	87.55	87.1	80.63	94.92	—
SETR2023.09	87.14	83.95	83.89	93.59	17.24
R50+AttnUNet2023.10	86.75	87.58	79.2	93.47	—
R50 + AttnUnet2024.06	86.75	87.58	79.2	93.47	—
SETR + Re-attention2023.09	85.91	82.52	82.27	92.93	18.21
SETR + Refiner2023.09	85.75	83.18	81.61	92.46	18.09
SETR + LayerScale2023.09	85.74	81.54	82.7	92.98	17.88
ViT+CUP2023.10	81.45	81.46	70.71	92.18	—
ViT + CUP2024.06	81.45	81.46	70.71	92.18	—