TY - THES A3 - Pizarro Junquera, Joaquín AU - Antonio, Borrero Foncubierta A4 - Ingeniería Informática PY - 2023 UR - http://hdl.handle.net/10498/31305 AB - This study investigates the use of Deep Learning (DL) models for estimating total brain volume (TBV) in preterm infants utilizing 3D ultrasound (US) imaging data. A custom model with 3D convolution kernels and residual connections is developed,... LA - eng KW - Deep Learning KW - Deep Convolutional Networks KW - Total Brain Volume KW - 3D Ultrasound Imaging KW - Bayesian Network Approximation TI - Deep Regression Model for Total Brain Volume Estimation in Preterm Neonates T2 - Modelo de regresión profunda para la estimación del volumen cerebral en neonatos prematuros M3 - master thesis ER -