Agenda

Signal Processing Seminar

Deep learning in ultrasound imaging

Ruud van Sloun
TU Eindhoven

This talk will elaborate on deep learning strategies in ultrasound systems, from the front-end to advanced applications, thereby discussing the possible impact of deep learning methodologies on many aspects of ultrasound imaging. In particular, it will outline methods that lie at the interface of signal acquisition and machine learning, exploiting both data structure (e.g. sparsity in some domain) and data dimensionality (big data) already at the raw radio-frequency channel stage. Several illustrative examples will be given, covering efficient and effective deep learning solutions for adaptive beamforming and adaptive spectral Doppler through artificial agents, learning of compressive encodings for color Doppler, and a framework for structured signal recovery by learning fast approximations of iterative minimization problems, with applications to clutter suppression and super-resolution ultrasound. These emerging technologies may have a considerable impact on ultrasound imaging, showing promise across key components in the receive processing chain.

Additional information ...

Overview of Signal Processing Seminar

Agenda

Signal Processing Seminar

Manuel Stein

Low-complexity 1-bit A/D conversion

Signal Processing Seminar

Ruud van Sloun

Deep learning in ultrasound imaging

Deep learning strategies for daptive beamforming, adaptive spectral Doppler through artificial agents, compressive encodings for color Doppler, structured signal recovery

MS3 seminar

Prof. Dr. St├ęphanie Bidon

Diversity and nonlinear processing: trends for future radar systems

MS3 seminar

Prof. Dr. Maria Sabrina Greco

Misspecification, Robustness and Cognition in Radar Signal Processing: Some Results

Microelectronics Colloquium

Bogdan Staszewski

Quantum Computer on a Chip

Based on a new structure of a qubit realized as a CMOS-compatible charge-based quantum dot

Signal Processing Seminar

Miao Sun

Biomedical Signal Processing

CAS MSc Midterm Presentations

Bishwadeep Das (mid), Rajwade Rajwade (mid), Sherine Brahma (mid)

PRORISC and SAFE 2019

PRORISC and SAFE 2019

PRORISC is an annual conference on Integrated Circuit (IC) design and SAFE is an annual conference on Microsystems, Materials, Technology and RF-devices.

CAS MSc Midterm Presentations

Bas Otterloo van (mid)

CAS MSc Midterm Presentations

Marnix Abrahams (mid)

CAS MSc Midterm Presentations

  • More...