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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 \bigstar Medical Image Analysis  \bigstar Robotics \bigstar Machine Learning.

 

Publications

Tuning-free plug-and-play proximal algorithm for inverse imaging problems
K Wei, A Aviles-Rivero, J Liang, Y Fu, CB Schönlieb, H Huang
– 37th International Conference on Machine Learning, ICML 2020
(2020)
PartF168147-14,
10089
Controllable Image Processing via Adaptive FilterBank Pyramid
D Chen, Q Fan, J Liao, A Aviles-Rivero, L Yuan, N Yu, G Hua
– IEEE Transactions on Image Processing
(2020)
29,
8043
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
(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
– MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT VI
(2019)
11769,
504
RainFlow: Optical Flow under Rain Streaks and Rain Veiling Effect
R Li, R Tan, LF Cheong, A Aviles-Rivero, Q Fan, C Schoenlieb
– 2019 IEEE/CVF International Conference on Computer Vision (ICCV)
(2019)
00,
7303
Semi-supervised Learning with Graphs: Covariance Based Superpixels For Hyperspectral Image Classification
P Sellars, AI Aviles-Rivero, N Papadakis, D Coomes, A Faul, CB Schonlieb
– IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium
(2019)
00,
592
ReTouchImg: Fusioning from-local-to-global context detection and graph data structures for fully-automatic specular reflection removal for endoscopic images.
SM Alsaleh, AI Aviles-Rivero, JK Hahn
– Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
(2019)
73,
39
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
– SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, SSVM 2019
(2019)
11603,
263
Sensory Substitution for Force Feedback Recovery: A Perception Experimental Study
AI Aviles-Rivero, SM Alsaleh, J Philbeck, SP Raventos, N Younes, JK Hahn, A Casals
– ACM Transactions on Applied Perception
(2018)
15,
16
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
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