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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.

 

Publications

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 transactions on image processing : a publication of the IEEE Signal Processing Society
(2019)
28,
6185
GraphX $^\mathbf{\small NET } -$ N E T - Chest X-Ray Classification Under Extreme Minimal Supervision
AI Aviles-Rivero, N Papadakis, R Li, P Sellars, Q Fan, RT Tan, CB Schönlieb
– Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
(2019)
11769 LNCS,
504
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)
(2019)
11603,
263
Sliding to predict: vision-based beating heart motion estimation by modeling temporal interactions.
AI Aviles-Rivero, SM Alsaleh, A Casals
– Int J Comput Assist Radiol Surg
(2018)
13,
353
Peekaboo-Where are the Objects? Structure Adjusting Superpixels
G Maierhofer, D Heydecker, AI Aviles-Rivero, SM Alsaleli, CB Schonlieb
– Proceedings - International Conference on Image Processing, ICIP
(2018)
3693
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
– CoRR
(2018)
abs/1810.10828,
Towards Retrieving Force Feedback in Robotic-Assisted Surgery: A Supervised Neuro-Recurrent-Vision Approach
AI Aviles, SM Alsaleh, JK Hahn, A Casals
– IEEE Trans Haptics
(2017)
10,
431
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
(2017)
62,
4831
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
Variational Multi-Task MRI Reconstruction: Joint Reconstruction, Registration and Super-Resolution
V Corona, AI Aviles-Rivero, N Debroux, CL Guyader, C-B Schönlieb
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Room

D0.16

Telephone

01223 339791