Dr. Yoann ALTMANN
Y.Altmann@hw.ac.uk
  • Home
  • Research
  • Publications
  • Activities
  • Contact

Research activities

Research interests
  • Statistical signal and image processing
  • Inverse problems in signal and image processing
  • Sparse representations
  • Anomaly detection
  • Model selection
  • Uncertainty quantification
Tools and methods
  • Bayesian inference
  • Markov chain Monte Carlo (MCMC) algorithms
  • Variational inference
  • Bayesian filtering
  • Bayesian nonparametric models, Gaussian processes, marked point processes.

Research group
  • Current PhD students​​
Savvas Melidonis (2021-...): co-supervision with Dr Pereyra and Dr Zygalakis
Teresa Klatzer (2021-...): co-supervision with Dr Pereyra and Dr Zygalakis
Craig Hamilton (2021-...): co-supervision with Prof. Petillot
Jake Charsley (2020-...): co-supervision with Prof. Reid
Kristofer Drummond (2020-...): co-supervision with Prof. McLaughlin

  • Former students​​
Dan Yao (2018-2022): co-supervision with Prof. McLaughlin
Quentin Legros (2017-2020): co-supervision with Prof. McLaughlin and Dr. Meignen
Anchit Srivastava (2018-2020) : co-supervision with Prof. Reid
Julian Tachella (2017-2020): co-supervision with Prof. McLaughlin and Prof. Tourneret
Ahmed Karam Eldaly (2015-2018): co-supervision with Prof. McLaughlin

Applications
  • Hyperspectral imagery. Spectral unmixing. 
  • Single-photon and multispectral Lidar.
  • Low illumination (photon-starved) imaging
  • Neutron spectroscopy



Collaborations (past and current)
  • José M. BIOUCAS DIAS (Instituto Superior Tecnico, Portugal).
  • José C. M. BERMUDEZ (Federal Univ. Santa Catarina, Florianopolis, Brazil).
  • Gerald S. BULLER (Heriot-Watt University, Edinburgh, UK).
  • Angela DI FULVIO (University of Illinois Urbana-Champaign, Urbana, Illinois)
  • Nicolas DOBIGEON (University of Toulouse, IRIT/INP-ENSEEIHT, Toulouse, France).
  • Daniele FACCIO (University of Glasgow, Glasgow, UK).
  • Vivek K GOYAL (Boston University, Boston, Massachusetts)
  • Abderrahim HALIMI (Heriot-Watt University, Edinburgh, UK).
  • Alfred HERO (University of Michigan, Ann Arbor, Michigan)
  • Steve McLAUGHLIN (Heriot-Watt University, Edinburgh, UK).
  • Miles J PADGETT (University of Glasgow, Glasgow, UK).
  • Marcelo PEREYRA (Heriot-Watt University, Edinburgh, UK).
  • Jean-Yves TOURNERET (University of Toulouse, IRIT/INP-ENSEEIHT, Toulouse, France).
  • Andrew WALLACE (Heriot-Watt University, Edinburgh, UK).
Powered by Create your own unique website with customizable templates.