My research lies at the intersection of computational mathematics and machine learning for applications to large-scale real world problems.
Keywords: Computational Mathematics 
Publications
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)
Dynamic Spectral Residual Superpixels
– Pattern Recognition
(2020)
107705
(DOI: 10.1016/j.patcog.2020.107705)
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 LNCS,
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-October,
7303
(DOI: 10.1109/ICCV.2019.00740)
Semi-Supervised Learning with Graphs: Covariance Based Superpixels for Hyperspectral Image Classification
– 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019)
(2019)
00,
592
(DOI: 10.1109/igarss.2019.8898189)
ReTouchImg: Fusioning from-local-to-global context detection and graph data structures for fully-automatic specular reflection removal for endoscopic images.
– Computerized Medical Imaging and Graphics
(2019)
73,
39
Multi-tasking to Correct: Motion-Compensated MRI via Joint Reconstruction and Registration
– SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, SSVM 2019
(2019)
11603,
263
(DOI: 10.1007/978-3-030-22368-7_21)
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