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Cardiac Segmentation on ACDC

92.18DSC (Overall)

CENet

Updated 3d ago

Evaluation Results

Method
CENet 2025.05	92.18	-	90.9	89.63	95.99	-	-
Cascaded MERIT 2024.05	91.85	-	90.23	89.53	95.8	-	-
PHTrans 2022.03	91.79	-	90.13	-	-	89.48	95.76
TransCASCADE 2024.05	91.63	-	90.25	89.14	95.5	-	-
nnFormer 2022.03	91.62	-	90.27	-	-	89.23	95.36
PVT-CASCADE 2024.05	91.46	-	89.97	88.9	95.5	-	-
nnU-Net 2022.03	91.36	-	90.11	-	-	88.75	95.23
MISSFormer 2022.03	90.86	-	89.55	-	-	88.04	94.99
MISSFormer 2024.05	90.86	-	89.55	88.04	94.99	-	-
MISSFormer 2025.05	90.86	-	89.55	88.04	94.99	-	-
MT-UNet 2024.05	90.43	-	86.64	89.04	95.62	-	-
MT-UNet 2025.05	90.43	-	86.64	89.04	95.62	-	-
LeViT-Unet 2022.03	90.32	-	89.55	-	-	87.64	93.76
Swin-Unet 2022.03	90	-	88.55	-	-	85.62	95.83
Swin-UNet 2025.05	90	-	88.55	85.62	95.83	-	-
TransUNet 2022.03	89.71	-	88.86	-	-	84.53	95.73
TransUNet 2024.05	89.71	-	86.67	87.27	95.18	-	-
TransUNet 2025.05	89.71	-	88.86	84.53	95.73	-	-
Proposed 2022.04	89.4	-	-	-	-	-	-
SwinUNet 2024.05	88.07	-	85.77	84.42	94.03	-	-
R50+ViT+CUP 2024.05	87.57	-	86.07	81.88	94.75	-	-
R50+ViT+CUP 2025.05	87.57	-	86.07	81.88	94.75	-	-
R50+UNet 2024.05	87.55	-	87.1	80.63	94.92	-	-
R50+UNet 2025.05	87.55	-	87.1	80.63	94.92	-	-
Proposed 2022.04	87.1	-	-	-	-	-	-
R50+AttnUNet 2024.05	86.75	-	87.58	79.2	93.47	-	-
R50+AttnUNet 2025.05	86.75	-	87.58	79.2	93.47	-	-
FedRotation 2022.04	86.7	-	-	-	-	-	-
FedSwAV 2022.04	86.2	-	-	-	-	-	-
FedSimCLR 2022.04	85.9	-	-	-	-	-	-
FedCA 2022.04	85.8	-	-	-	-	-	-
Local CL 2022.04	84.7	-	-	-	-	-	-
Random init 2022.04	83.4	-	-	-	-	-	-
Proposed 2022.04	82.4	-	-	-	-	-	-
FedRotation 2022.04	82.1	-	-	-	-	-	-
FedSwAV 2022.04	81.5	-	-	-	-	-	-
VIT+CUP 2024.05	81.45	-	81.46	70.71	92.18	-	-
VIT+CUP 2025.05	81.45	-	81.46	70.71	92.18	-	-
FedSimCLR 2022.04	78.8	-	-	-	-	-	-
Local CL 2022.04	78.4	-	-	-	-	-	-
FedCA 2022.04	78.4	-	-	-	-	-	-
Random init 2022.04	76.4	-	-	-	-	-	-
Local CL 2022.04	71.7	-	-	-	-	-	-
Proposed 2022.04	64.6	-	-	-	-	-	-
FedRotation 2022.04	62.7	-	-	-	-	-	-
FedSwAV 2022.04	59.4	-	-	-	-	-	-
FedSimCLR 2022.04	57.6	-	-	-	-	-	-
Random init 2022.04	57.2	-	-	-	-	-	-
FedCA 2022.04	56.1	-	-	-	-	-	-
FedRotation 2022.04	51.6	-	-	-	-	-	-
FedSwAV 2022.04	50	-	-	-	-	-	-
Local CL 2022.04	47.3	-	-	-	-	-	-
Random init 2022.04	44.5	-	-	-	-	-	-
FedCA 2022.04	39.7	-	-	-	-	-	-
FedSimCLR 2022.04	39.5	-	-	-	-	-	-
U-Net 2021.02	-	87.55	87.1	80.63	94.92	-	-
AttnUNet 2021.02	-	86.75	87.58	79.2	93.47	-	-
ViT-CUP 2021.02	-	81.45	81.46	70.71	92.18	-	-
ViT-CUP 2021.02	-	87.57	86.07	81.88	94.75	-	-
TransUNet 2021.02	-	89.71	88.86	84.53	95.73	-	-
R50 U-Net 2021.05	-	87.55	87.1	80.63	94.92	-	-
R50 Att-UNet 2021.05	-	86.75	87.58	79.2	93.47	-	-
R50 ViT 2021.05	-	87.57	86.07	81.88	94.75	-	-
TransUnet 2021.05	-	89.71	88.86	84.53	95.73	-	-
SwinUnet 2021.05	-	90	88.55	85.62	95.83	-	-
PVT-EMCAD-B0 2024.05	-	-	89.37	88.99	95.65	-	-
PVT-EMCAD-B2 2024.05	-	-	90.65	89.68	96.02	-	-
ViT-CUP 2026.02	-	81.45	81.46	70.71	92.18	-	-
Swin-Unet 2026.02	-	90	88.55	85.62	95.83	-	-
UNETR 2026.02	-	88.61	85.29	86.52	94.02	-	-
MCFormer 2026.02	-	87.7	87.6	79.2	93.4	-	-
FCT 2026.02	-	87.6	86.1	81.9	94.8	-	-
TransUNet 2026.02	-	89.71	88.86	84.53	95.73	-	-
U-KABS 2026.02	-	90.53	88.97	87.8	94.76	-	-