Cardiac MR Segmentation on M&Ms-2 (test)
93.18Dice LVMamba-UNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Mamba-UNet2026.06 | 93.18 | 88.09 | 82.47 | 87.91 | 6.71 | 8.11 | 5.57 | 6.8 | |
| CineMAInitialization=FineTune2026.06 | 93.12 | 89.72 | 84.8 | 89.21 | 5.27 | 7.17 | 5.31 | 5.91 | |
| UNet2026.06 | 92.25 | 88.26 | 83.56 | 88.02 | 6.37 | 8.63 | 6.49 | 7.16 | |
| CineMAInitialization=RandInit2026.06 | 91.02 | 84.99 | 81.91 | 85.97 | 7.39 | 14.08 | 7.44 | 9.69 | |
| TransFusionInput SA=true, Input LA(T)=true, Multi-view=true2022.03 | 89.78 | 91.52 | 81.79 | 87.7 | 10.25 | 5.12 | 8.69 | 8.02 | |
| TransFusionInput SA(T)=true, Input LA=true, Multi-view=true2022.03 | 89.52 | 91.75 | 81.46 | 87.58 | 11.31 | 9.18 | 11.96 | 10.82 | |
| MCTrans*Input SA=true, Input LA(T)=true, Multi-view=true, Fusion=DiFA2022.03 | 88.81 | 88.61 | 79.94 | 85.79 | 11.52 | 7.02 | 10.07 | 9.54 | |
| rDLA*Input SA=true, Input LA(T)=true, Multi-view=true2022.03 | 88.71 | 89.71 | 81.05 | 86.49 | 11.12 | 6.83 | 10.42 | 9.46 | |
| rDLA*Input SA(T)=true, Input LA=true, Multi-view=true2022.03 | 88.64 | 90.28 | 80.78 | 86.57 | 12.74 | 10.31 | 12.49 | 11.85 | |
| MCTransInput SA(T)=true, Input LA=false2022.03 | 88.52 | 89.9 | 80.08 | 86.17 | 12.29 | 9.92 | 13.28 | 11.83 | |
| MCTransInput SA=false, Input LA(T)=true2022.03 | 88.42 | 88.19 | 79.47 | 85.36 | 11.78 | 7.65 | 10.76 | 10.06 | |
| DLAInput SA=false, Input LA(T)=true2022.03 | 88.37 | 89.38 | 80.35 | 86.03 | 11.74 | 7.04 | 10.79 | 9.86 | |
| DLAInput SA(T)=true, Input LA=false2022.03 | 88.27 | 89.88 | 80.23 | 86.13 | 13.25 | 10.84 | 12.31 | 12.13 | |
| InfoTrans*Input SA(T)=true, Input LA=true, Multi-view=true2022.03 | 88.24 | 90.41 | 80.25 | 86.3 | 12.41 | 10.98 | 12.83 | 12.07 | |
| InfoTrans*Input SA=true, Input LA(T)=true, Multi-view=true2022.03 | 88.21 | 89.11 | 80.55 | 85.96 | 12.47 | 7.23 | 10.21 | 9.97 | |
| ResUNetInput SA(T)=true, Input LA=false2022.03 | 87.98 | 89.63 | 79.28 | 85.63 | 13.8 | 11.61 | 12.09 | 12.5 | |
| TransUNetInput SA(T)=true, Input LA=false2022.03 | 87.91 | 88.69 | 78.67 | 85.09 | 13.8 | 10.29 | 13.45 | 12.51 | |
| TransUNetInput SA=false, Input LA(T)=true2022.03 | 87.91 | 88.23 | 79.05 | 85.06 | 12.02 | 8.14 | 11.21 | 10.46 | |
| MCTrans*Input SA(T)=true, Input LA=true, Multi-view=true, Fusion=DiFA2022.03 | 87.79 | 89.22 | 79.37 | 85.46 | 11.28 | 9.36 | 13.84 | 11.49 | |
| UTNet*Input SA(T)=true, Input LA=true, Multi-view=true, Fusion=DiFA2022.03 | 87.74 | 90.82 | 80.71 | 86.42 | 11.79 | 9.11 | 13.41 | 11.44 | |
| ResUNetInput SA=false, Input LA(T)=true2022.03 | 87.61 | 88.41 | 80.12 | 85.38 | 12.72 | 8.39 | 11.28 | 10.8 | |
| UTNetInput SA(T)=true, Input LA=false2022.03 | 87.52 | 90.57 | 80.2 | 86.1 | 12.03 | 9.78 | 13.72 | 11.84 | |
| UTNet*Input SA=true, Input LA(T)=true, Multi-view=true, Fusion=DiFA2022.03 | 87.36 | 90.42 | 81.02 | 86.27 | 11.13 | 5.91 | 9.81 | 8.95 | |
| UNetInput SA=false, Input LA(T)=true2022.03 | 87.26 | 88.2 | 79.96 | 85.14 | 13.04 | 8.76 | 12.24 | 11.35 | |
| UNetInput SA(T)=true, Input LA=false2022.03 | 87.02 | 88.85 | 79.07 | 84.98 | 13.78 | 12.1 | 12.23 | 12.7 | |
| UTNetInput SA=false, Input LA(T)=true2022.03 | 86.93 | 89.07 | 80.48 | 85.49 | 11.47 | 6.35 | 10.02 | 9.28 |