A Convolutional Neural Network for Beamforming and Image Reconstruction in Passive Cavitation Imaging

HJ Sharahi, CN Acconcia, M Li, A Martel, K Hynynen - Sensors, 2023 - mdpi.com
Convolutional neural networks (CNNs), initially developed for image processing
applications, have recently received significant attention within the field of medical …

Robust RF Data Normalization for Deep Learning

M Sharifzadeh, H Benali, H Rivaz - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Radio frequency (RF) data contain richer information compared to other data types, such as
envelope or B-mode, and employing RF data for training deep neural networks has attracted …

Frequency-Space Prediction Filtering for Phase Aberration Correction in Plane-Wave Ultrasound

M Sharifzadeh, H Benali, H Rivaz - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Ultrasound imaging often suffers from image degradation stemming from phase aberration,
which represents a significant contributing factor to the overall image degradation in …