Table 3 Ablation study on the ViM block design.
Methods | PSAX dataset | A4C dataset | EchoNet-dynamic | ||||||
|---|---|---|---|---|---|---|---|---|---|
Precision | Recall | Dice | Precision | Recall | Dice | Precision | Recall | Dice | |
Mamba \(\rightarrow\) PVT | 0.903 | 0.918 | 0.911 | 0.905 | 0.871 | 0.888 | 0.915 | 0.891 | 0.903 |
Mamba \(\rightarrow\) Flatten Transformer | 0.914 | 0.916 | 0.915 | 0.923 | 0.875 | 0.898 | 0.920 | 0.897 | 0.909 |
Mamba \(\rightarrow\) MaxVit | 0.925 | 0.909 | 0.917 | 0.906 | 0.901 | 0.904 | 0.921 | 0.900 | 0.911 |
Ours | 0.932 | 0.913 | 0.922 | 0.905 | 0.907 | 0.906 | 0.919 | 0.945 | 0.931 |