News
I am looking for motivated students willing to do a PhD in the area of model-based machine learning and computational
imaging.
Di You wins
the best paper award at IEEE MMSP 2023 workshop. Well done Di!
Roxana Alexandru
wins the Outstanding
PhD Thesis Award 2021-22. Well done Roxana! Vincent
publishes a paper in Nature Communications. Well done! Here
is an article from Forbes. Jiaoyang Liu wins
the 'Ivor
Tupper Prize' for her MSc project under my
supervision. Well done! Editor-in-Chief
of IEEE Transactions on Signal Processing 2018-20
(certificate of merit) Xin
Deng wins the Outstanding
PhD Thesis Award, 2020-21. Well done Xin! We
uncover forgotten figures beneath one of Leonardo's
paintings Check out the start-up
company funded by Loic Baboulaz a former PhD student of
mine! Learn
more about my ERC RecoSamp Project
Adam
wins gold at the Commonwealth Games! Selected recent talks:
- Invertible Neural Networks and Their Applications, IEEE SPS Webinar, July 2024
- Model-Based Deep Learning for Inverse Problems, I-X Breaking Topics in AI conference, Imperial I-X, November 2023
- Timing is everything:
model-based and learning-based reconstruction methods
for event-driven cameras,
Edinburgh, May 2023 (see also related papers link1
and link2.)
- Sparsity and Deep Neural Networks: a Match Made in Heaven, UCL, UK, February 2022
- New Sparse Sampling Methods: Time-based Sampling and Sampling along Trajectories One World Signal Processing Seminars, December 2021
Recent manuscripts:
- H. Verinaz et al. "Physics-based Deep Learning for Imaging Neuronal Activity via Two-photon and Light-field Microscopy", IEEE Trans. on Computational Imaging, 2023, (Biorxiv version here)
- Y. Su et al.A Fast Automatic Method for Deconvoluting Macro X-ray Fluorescence Data Collected from Easel Painting
Demos:
- Wavelet-domain style transfer for Single-Image Super-Resolutio
- Photo-Realistic Image Completion
- ABLE algorithm in action
Press Releases:
- "AI
may have a thing or two to learn from our imperfect
brains", Forbes
- An article from Le Temps, Geneva
- Video from NewScientist.
- Wavelet Footprints on IEEE Spectrum