AV

A.H. Vilakathara

2 records found

Untangling the Heart

Automated Fiber Segmentation and Structural Metrics via Deep Learning

Engineered heart tissues (EHTs) provide a promising platform for modeling cardiac physiology, but their dense and heterogeneous fiber organization makes quantitative analysis highly challenging. This thesis presents an automated pipeline for fiber segmentation and structural anal ...

Interactive semantic segmentation of 3D medical images

Comparative analysis of discrete and gradient descent based batch query retrieval methods in active learning

Accurate segmentation of anatomical structures and abnormalities in medical images is crucial, but manual segmentation is time-consuming and automated approaches lack clinical accuracy. In recent years, active learning approaches that aim to combine automatic segmentation with ma ...