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Department of Pure Mathematics and Mathematical Statistics


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My research lies at the intersection of computational mathematics and machine learning for applications to large-scale real world problems.

Keywords: Computational Mathematics \bigstar Inverse problems \bigstar  Computer Vision \bigstarMedical Image Analysis  \bigstarRobotics \bigstarMachine Learning.



Mirror, Mirror, on the Wall, Who’s Got the Clearest Image of Them All?—A Tailored Approach to Single Image Reflection Removal
D Heydecker, G Maierhofer, AI Aviles-Rivero, Q Fan, D Chen, C-B Schonlieb, S Susstrunk
– IEEE Trans Image Process
Multi-tasking to Correct: Motion-Compensated MRI via Joint Reconstruction and Registration
V Corona, AI Aviles-Rivero, N Debroux, M Graves, C Le Guyader, CB Schönlieb, G Williams
– Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
11603 LNCS,
Sliding to predict: vision-based beating heart motion estimation by modeling temporal interactions
AI Aviles-Rivero, SM Alsaleh, A Casals
– International Journal of Computer Assisted Radiology and Surgery
Peekaboo-Where are the Objects? Structure Adjusting Superpixels
G Maierhofer, D Heydecker, AI Aviles-Rivero, SM Alsaleli, CB Schonlieb
– 2018 25th IEEE International Conference on Image Processing (ICIP)
Towards Retrieving Force Feedback in Robotic-Assisted Surgery: A Supervised Neuro-Recurrent-Vision Approach
AI Aviles, SM Alsaleh, JK Hahn, A Casals
– IEEE transactions on haptics
Robust cardiac motion estimation using ultrafast ultrasound data: a low-rank topology-preserving approach.
AI Aviles, T Widlak, A Casals, MM Nillesen, H Ammari
– Physics in Medicine and Biology
Dynamic Spectral Residual Superpixels
J Zhang, AI Aviles-Rivero, D Heydecker, X Zhuang, R Chan, C-B Schönlieb
Compressed Sensing Plus Motion (CS+M): A New Perspective for Improving Undersampled MR Image Reconstruction
AI Aviles-Rivero, G Williams, MJ Graves, C-B Schonlieb
Beyond Supervised Classification: Extreme Minimal Supervision with the Graph 1-Laplacian
AI Aviles-Rivero, N Papadakis, R Li, SM Alsaleh, RT Tan, C-B Schonlieb
GraphX$^{NET}-$ Chest X-Ray Classification Under Extreme Minimal Supervision
AI Aviles-Rivero, N Papadakis, R Li, P Sellars, Q Fan, RT Tan, C-B Schönlieb
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