Fig. 3

Adapted convolutional neural network architecture with a residual learning framework, ResNet50 [35], used in this study for automated mitral valve point tracking. With a given input image with size \(m \times n\), the network outputs two mitral valve points \(\{x_1, y_1, x_2, y_2\}\) in Cartesian coordinates