Open access
2026
A Comparative Analysis of Transformer-Based Architectures for 2D Echocardiographic Segmentation
This work presents a controlled comparison between CNN-based and transformer-based architectures under a shared protocol for multi-class segmentation of the left ventricle, myocardium, and left atrium and highlights the strengths and limitations of several transformer-based models in echocardiographic segmentation.
Edoardo Bosco, E. Spairani, Francesco Podda et al.
· IEEE Access · 0 citations