arxivcs.CV2026-07-08
Automatic Echocardiography Segmentation via Transition Probability Correlation for Stable Semantic Extraction
Xinran Chen, Xiyuan Wang, Guangquan Zhou, Chuan Chen
While echocardiography is essential for cardiovascular diagnosis, inherent speckle noise and low signal-to-noise ratio often lead to ambiguous semantic features and fragmented boundaries. These limitations significantly hinder the segmentation accuracy of deep learning models in…