Ultrasound Signal Processing: From Models to Deep Learning

no code implementations • 9 Apr 2022 • Ben Luijten, Nishith Chennakeshava, Yonina C. Eldar, Massimo Mischi, Ruud J. G. van Sloun

We aim to inspire the reader to further research in this area, and to address the opportunities within the field of ultrasound signal processing.

Accelerated Intravascular Ultrasound Imaging using Deep Reinforcement Learning

no code implementations • 24 Jan 2022 • Tristan S. W. Stevens, Nishith Chennakeshava, Frederik J. de Bruijn, Martin Pekař, Ruud J. G. van Sloun

Intravascular ultrasound (IVUS) offers a unique perspective in the treatment of vascular diseases by creating a sequence of ultrasound-slices acquired from within the vessel.

reinforcement-learning Reinforcement Learning (RL)

Deep Proximal Learning for High-Resolution Plane Wave Compounding

no code implementations • 23 Dec 2021 • Nishith Chennakeshava, Ben Luijten, Massimo Mischi, Yonina C. Eldar, Ruud J. G. van Sloun

Plane Wave imaging enables many applications that require high frame rates, including localisation microscopy, shear wave elastography, and ultra-sensitive Doppler.

Inductive Bias Vocal Bursts Intensity Prediction