Joint Segmentation and Image Reconstruction with Error Prediction in Photoacoustic Imaging using Deep Learning

no code implementations • 2 Jul 2024 • Ruibo Shang, Geoffrey P. Luke, Matthew O'Donnell

Deep learning has been used to improve photoacoustic (PA) image reconstruction.

Image Reconstruction

Learning-based Regularization for Cardiac Strain Analysis with Ability for Domain Adaptation

no code implementations • 12 Jul 2018 • Allen Lu, Nripesh Parajuli, Maria Zontak, John Stendahl, Kevinminh Ta, Zhao Liu, Nabil Boutagy, Geng-Shi Jeng, Imran Alkhalil, Lawrence H. Staib, Matthew O'Donnell, Albert J. Sinusas, James S. Duncan

We extended this framework to include a supervised loss term on synthetic data and showed the effects of biomechanical constraints on the network's ability for domain adaptation.

Domain Adaptation Motion Estimation