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Personal profile

Research interests

  • Theory - inverse problems, sampling, dimensionality reduction, signal recovery, uncertainty quantification
  • Algorithms : convex/nonconvex optimisation, Bayesian inference, greedy algorithms
  • Biomedical imaging Applications - magnetic resonance imaging, ultrasound imaging, novel imaging modalities, etc.
  • Astrophysics - imaging techniques in radio and optical astronomy, data analysis.

Biography

Prof. Wiaux received the M.S. degree in Physics and the Ph.D. degree in Theoretical Physics from the Université catholique de Louvain (UCL, Louvain-la-Neuve) in Belgium, in 1999 and 2002 respectively. He was a Senior Researcher at the Signal Processing Laboratories of the Ecole Polytechnique Fédérale de Lausanne (EPFL) in Switzerland from 2003 to 2013, where he created and ran the Biomedical and Astronomical Signal Processing (BASP) group.

In fall 2013 he moved as an Associate Professor at the School of Engineering and Physical Sciences of Heriot-Watt University where he currently runs the BASP group. He was promoted to Professor at Heriot-Watt in Summer 2016. He is also an Academic Guest at EPFL and an Honorary Fellow at the University of Edinburgh.

Research Group Contact Details

Keywords

  • TK Electrical engineering. Electronics Nuclear engineering
  • Information & Communication Technology

Fingerprint Fingerprint is based on mining the text of the person's scientific documents to create an index of weighted terms, which defines the key subjects of each individual researcher.

  • 2 Similar Profiles
Imaging techniques Engineering & Materials Science
Compressed sensing Engineering & Materials Science
Convex optimization Engineering & Materials Science
Interferometry Engineering & Materials Science
Magnetic resonance Engineering & Materials Science
Magnetic resonance imaging Engineering & Materials Science
microwaves Physics & Astronomy
wavelet Earth & Environmental Sciences

Co Author Network Recent external collaboration on country level. Dive into details by clicking on the dots.

Research Output 1999 2019

A Faceted Prior for Scalable Wideband Computational Imaging

Abdulaziz, A., Thouvenin, P-A., Jiang, M. & Wiaux, Y., 1 Apr 2019, (Submitted)

Research output: Contribution to conferenceAbstract

File
astronomy
radio
norm

A Physical Model of Non-stationary Blur in Ultrasound Imaging

Besson, A., Roquette, L., Perdios, D., Simeoni, M., Arditi, M., Hurley, P., Wiaux, Y. & Thiran, J-P., 6 Feb 2019, In : IEEE Transactions on Computational Imaging.

Research output: Contribution to journalArticle

Open Access
File
restoration
shift
plane waves
approximation
operators

Computational time-of-flight diffuse optical tomography

Lyons, A., Boccolini, A., Tonolini, F., Repetti, A., Henderson, R., Wiaux, Y. & Faccio, D. F. A., 9 Apr 2019, (Accepted/In press) In : Nature. 7 p.

Research output: Contribution to journalArticle

tomography
photons
mean free path
acquisition
cameras

Deep Post-Processing for Sparse Image Deconvolution

Terris, M., Abdulaziz, A., Dabbech, A., Jiang, M., Repetti, A., Pesquet, J-C. & Wiaux, Y., 2 Apr 2019, (Submitted) 2 p.

Research output: Contribution to conferenceAbstract

File
Deconvolution
Radio astronomy
Processing
Scalability
Neural networks

Fourier dimensionality reduction for fast radio transients

Jiang, M., Kartik, V., Thiran, J-P. & Wiaux, Y., 2019, Proceedings of the International BASP Frontiers Workshop 2019. BASP, p. 26-26 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
File
Imaging techniques
Compressed sensing
Singular value decomposition
Interferometers
Dilution