1 code implementation • 9 Dec 2022 • Antonio Stanziola, Simon Arridge, Ben T. Cox, Bradley E. Treeby
A new method for solving the wave equation is presented, called the learned Born series (LBS), which is derived from a convergent Born Series but its components are found through training.
2 code implementations • 30 Jun 2022 • Antonio Stanziola, Simon R. Arridge, Ben T. Cox, Bradley E. Treeby
We present an open-source differentiable acoustic simulator, j-Wave, which can solve time-varying and time-harmonic acoustic problems.
no code implementations • 30 Jun 2022 • Maria Miscouridou, José A. Pineda-Pardo, Charlotte J. Stagg, Bradley E. Treeby, Antonio Stanziola
Here, three methods for generating pseudo-CT images from magnetic resonance (MR) images were compared as an alternative to CT. A convolutional neural network (U-Net) was trained on paired MR-CT images to generate pseudo-CT images from either T1-weighted or zero-echo time (ZTE) MR images (denoted tCT and zCT, respectively).
1 code implementation • 9 Nov 2021 • Antonio Stanziola, Simon R. Arridge, Ben T. Cox, Bradley E. Treeby
Differentiable simulators are an emerging concept with applications in several fields, from reinforcement learning to optimal control.
1 code implementation • 29 Oct 2020 • Antonio Stanziola, Simon R. Arridge, Ben T. Cox, Bradley E. Treeby
Transcranial ultrasound therapy is increasingly used for the non-invasive treatment of brain disorders.