My research lies at the intersection of computational mathematics and machine learning for applications to large-scale real world problems.
Keywords: Computational Mathematics 
Publications
Dynamic spectral residual superpixels
– Pattern Recognition
(2021)
112,
107705
(DOI: 10.1016/j.patcog.2020.107705)
Rethinking medical image reconstruction via shape prior, going deeper and faster: Deep joint indirect registration and reconstruction
– Medical image analysis
(2021)
68,
101930
(DOI: 10.1016/j.media.2020.101930)
Compressed sensing plus motion (CS + M): A new perspective for improving undersampled MR image reconstruction
– Medical image analysis
(2021)
abs/1810.10828,
101933
(DOI: 10.1016/j.media.2020.101933)
Variational multi-task MRI reconstruction: Joint reconstruction, registration and super-resolution
– Medical Image Analysis
(2020)
68,
101941
(DOI: 10.1016/j.media.2020.101941)
The GraphNet Zoo: An All-in-One Graph Based Deep Semi-supervised Framework for Medical Image Classification
– Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
(2020)
12443 LNCS,
187
(DOI: 10.1007/978-3-030-60365-6_18)
Superpixel Contracted Graph-Based Learning for Hyperspectral Image Classification
– IEEE Transactions on Geoscience and Remote Sensing
(2020)
58,
4180
(DOI: 10.1109/tgrs.2019.2961599)
Controllable Image Processing via Adaptive FilterBank Pyramid
– IEEE Transactions on Image Processing
(2020)
29,
8043
(DOI: 10.1109/tip.2020.3009844)
Mirror, Mirror, on the Wall, Who’s Got the Clearest Image of Them All?—A Tailored Approach to Single Image Reflection Removal
– IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
(2019)
28,
6185
(DOI: 10.1109/tip.2019.2923559)
GraphX $^\mathbf{\small NET } -$ N E T - Chest X-Ray Classification Under Extreme Minimal Supervision
– MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2019, PT VI
(2019)
11769,
504
(DOI: 10.1007/978-3-030-32226-7_56)
RainFlow: Optical Flow under Rain Streaks and Rain Veiling Effect
– 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019)
(2019)
00,
7303
(DOI: 10.1109/iccv.2019.00740)
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