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.

Deep Task-Based Analog-to-Digital Conversion

1 code implementation • 29 Jan 2022 • Nir Shlezinger, Ariel Amar, Ben Luijten, Ruud J. G. van Sloun, Yonina C. Eldar

In this work we design task-oriented ADCs which learn from data how to map an analog signal into a digital representation such that the system task can be efficiently carried out.

Meta-Learning Quantization

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