Dual attention enhancement feature fusion network for segmentation and quantitative analysis of paediatric echocardiography

•A dual-path feature extraction module with channel attention is designed.•A high and low level feature fusion module with spatial attention is used.•A new hybrid loss function is designed considering cross-entropy loss and Sobel loss.•A new parameter measurement method for paediatric echocardiographic analysis.