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

92.35DSC (Avg)

Deco-Mamba-V1

Updated 1mo ago

Evaluation Results

Method
Deco-Mamba-V1 2026.03	92.35	90.49	90.39	96.16	-
MERIT-GCASCADE 2023.10	92.23	90.64	89.96	96.08	-
FAT-Net + ConvFormer 2023.09	92.18	90.69	89.57	96.28	11.32
PVT-EMCAD-B2 2026.03	92.12	90.65	89.68	96.02	-
HCMUNet 2026.03	92.11	91.5	90.2	94.61	-
Patcher + ConvFormer 2023.09	92.07	90.91	89.54	95.78	12.29
PVT-GCASCADE 2023.10	91.95	90.31	89.63	95.91	-
FAT-Net + Refiner 2023.09	91.94	90.54	89.7	95.58	13.37
Cascaded MERIT 2023.10	91.85	90.23	89.53	95.8	-
Cascaded-MERIT 2026.03	91.85	90.23	89.53	95.8	-
FAT-Net + LayerScale 2023.09	91.71	90.01	89.39	95.71	13.5
TransCASCADE 2023.10	91.63	90.25	89.14	95.5	-
FAT-Net + Re-attention 2023.09	91.61	89.99	89.18	95.64	14
Deco-Mamba-V0 2026.03	91.55	89.77	89.34	95.54	-
SelfReg-UNet + SwinUnet 2024.06	91.49	89.49	89.27	95.7	-
FAT-Net 2023.09	91.46	90.13	88.61	95.6	13.82
PVT-CASCADE 2023.10	91.46	89.97	88.9	95.5	-
SelfReg-UNet + Unet 2024.06	91.43	88.92	89.49	95.88	-
TransUNet + ConvFormer 2023.09	91.42	90.17	88.84	95.25	13.96
Patcher 2023.09	91.41	89.56	89.12	95.53	13.55
TransUNet + LayerScale 2023.09	91.3	89.37	88.79	95.75	13.68
Patcher + Refiner 2023.09	91.26	89.65	88.58	95.57	13.93
TransUNet + Re-attention 2023.09	91.25	89.91	88.61	95.22	13.79
Patcher + Re-attention 2023.09	91.25	89.77	88.58	95.39	14.49
UCTransNet 2026.03	91.25	88.85	89.28	95.6	-
Swin-UMamba 2026.03	91.18	89.34	88.94	95.26	-
Patcher + LayerScale 2023.09	91.07	88.94	88.81	95.46	15.48
SETR + ConvFormer 2023.09	91	89.26	88.6	95.15	14.08
PAG-TransYnet 2026.03	90.89	89.64	88.48	94.53	-
MISSFormer 2023.10	90.86	89.55	88.04	94.99	-
MISSFormer 2026.03	90.86	89.55	88.04	94.99	-
HiFormer 2024.06	90.82	88.55	88.44	95.47	-
TransUNet 2023.09	90.8	89.59	87.81	94.99	14.58
TransUNet + Refiner 2023.09	90.76	88.66	88.39	95.22	14.73
UNet++ 2026.03	90.65	88.52	88.31	95.12	-
PVT-CASCADE 2024.06	90.45	87.2	88.96	95.19	-
MT-UNet 2023.10	90.43	86.64	89.04	95.62	-
MT-Unet 2026.03	90.43	86.64	89.04	95.62	-
TransFuse + ConvFormer 2023.09	89.88	88.85	86.5	94.3	12.84
TransUNet 2023.10	89.71	86.67	87.27	95.18	-
TransUnet 2024.06	89.71	86.67	87.27	95.18	-
TransUNet 2026.03	89.71	86.67	87.27	95.18	-
Unet 2024.06	89.68	87.17	87.21	94.68	-
Mamba-Unet 2026.03	89.11	86.89	85.58	94.86	-
TransFuse 2023.09	89.1	87.85	85.73	93.73	14.98
TransFuse + Refiner 2023.09	89.06	87.88	85.55	93.75	14.05
TransFuse + LayerScale 2023.09	88.85	87.81	85.24	93.5	13.53
VM-UNet 2026.03	88.61	85.33	86.16	94.33	-
TransFuse + Re-attention 2023.09	88.48	87.05	85.37	93	16.2
LeVit-Unet 2024.06	88.21	85.56	84.75	94.32	-
SwinUNet 2023.10	88.07	85.77	84.42	94.03	-
SwinUnet 2024.06	88.07	85.77	84.42	94.03	-
SwinUNet 2026.03	88.07	85.77	84.42	94.03	-
Att-UNet 2026.03	88.04	86.7	84.59	92.83	-
U-Net 2026.03	87.84	86.51	84.66	92.36	-
R50+ViT+CUP 2023.10	87.57	86.07	81.88	94.75	-
R50+UNet 2023.10	87.55	87.1	80.63	94.92	-
SETR 2023.09	87.14	83.95	83.89	93.59	17.24
R50+AttnUNet 2023.10	86.75	87.58	79.2	93.47	-
R50 + AttnUnet 2024.06	86.75	87.58	79.2	93.47	-
SETR + Re-attention 2023.09	85.91	82.52	82.27	92.93	18.21
SETR + Refiner 2023.09	85.75	83.18	81.61	92.46	18.09
SETR + LayerScale 2023.09	85.74	81.54	82.7	92.98	17.88
ViT+CUP 2023.10	81.45	81.46	70.71	92.18	-
ViT + CUP 2024.06	81.45	81.46	70.71	92.18	-