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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
– International journal of computer assisted radiology and surgery
(2018)
13,
353
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)
(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 transactions on 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