Alessandro Perelli
Scholar

Alessandro Perelli

Google Scholar ID: lmroa_EAAAAJ
Lecturer in Biomedical Engineering, University of Dundee (UK)
Machine LearningOptimizationImage/Signal processingComputed TomographyCompressive sensing
Citations & Impact
All-time
Citations
384
 
H-index
12
 
i10-index
15
 
Publications
20
 
Co-authors
46
list available
Resume (English only)
Academic Achievements
  • Published papers: 'Uconnect Synergistic Spectral CT Reconstruction', 'Systematic Review on Learning-based Spectral CT', 'Multi-channel Convolutional Analysis Operator Learning for Dual-energy CT Reconstruction'.
Research Experience
  • Dealing with all aspects of image reconstruction, from theoretical mathematical modeling through algorithm development to the handling and processing of experimental CT data together with physical modeling.
Education
  • PhD in Electrical Engineering and Computer Science, 2014, University of Bologna (Italy); MSc in Electrical Engineering, 2010, Università Politecnica delle Marche (Italy); BSc in Electrical Engineering, 2007, Università Politecnica delle Marche (Italy).
Background
  • Research interests include computational imaging and machine learning, particularly for polyenergetic 3D/4D X-ray CT reconstruction. Specialisms and passionate interests span randomized linear algebra, stochastic iterative algorithms, iterative sketching, probabilistic graphical models, and variational inference.
Miscellany
  • Interests include computational imaging, deep learning, medical applications, computed tomography, and magnetic resonance imaging.