Google Scholar Profile

Machine Learning

Yanshuai Cao, Gavin Weiguang Ding , Kry Yik-Chau Lui, Ruitong Huang, Improving GAN Training via Binarized Representation Entropy (BRE) Regularization, International Conference on Learning Representations (ICLR) 2018. webpage, pdf

Luyu Wang, Gavin Weiguang Ding, Ruitong Huang, Yanshuai Cao, Yik Chau Lui, Adversarial Robustness of Pruned Neural Networks, 2018. webpage, pdf

Weiguang Ding and Graham Taylor, Automatic moth detection from trap images for pest management, Computers and Electronics in Agriculture, 2016, pp. 17-28. journal webpage, preprint pdf

Jan Rudy, Weiguang Ding, Daniel Jiwoong Im, and Graham W. Taylor, Neural Network Regularization via Robust Weight Factorization, arXiv preprint. pdf

Weiguang Ding, Ruoyan Wang, Fei Mao and Graham W. Taylor, Theano-based Large-Scale Visual Recognition with Multiple GPUs, ICLR workshop, 2015. pdf, code

Weiguang Ding, and Graham W. Taylor, “Mental Rotation” by Optimizing Transforming Distance, NIPS Deep Learning Workshop, 2014. pdf



Medical Image Analysis

Donghuan Lu, Morgan Heisler, Sieun Lee, Gavin Weiguang Ding, Marinko V Sarunic, Mirza Faisal Beg, Retinal Fluid Segmentation and Detection in Optical Coherence Tomography Images using Fully Convolutional Neural Network, under submission, 1st place winner of MICCAI-RETOUCH challenge, 2017. preprint pdf

Donghuan Lu, Karteek Popuri, Gavin Weiguang Ding, Rakesh Balachandar, Mirza Faisal Beg, Multimodal and Multiscale Deep Neural Networks for the Early Diagnosis of Alzheimer’s Disease using structural MR and FDG-PET images, Scientific Reports, 2018. preprint pdf

Donghuan Lu, Karteek Popuri, Gavin Weiguang Ding, Rakesh Balachandar, Mirza Faisal Beg, Multiscale deep neural network based analysis of FDG-PET images for the early diagnosis of Alzheimer’s disease, Medical Image Analysis, 2018. journal webpage

Donghuan Lu, Weiguang Ding, Andrew B. Merkur, Marinko V. Sarunic, and Mirza Faisal Beg, Multiple Instance Learning for Age-Related Macular Degeneration Diagnosis in Optical Coherence Tomography Images, IEEE International Symposium on Biomedical Imaging (ISBI), 2017. webpage

Yifan Jian, Sujin Lee, Myeong Jin Ju, Morgan Heisler, Weiguang Ding, Robert J. Zawadzki, Stefano Bonora and Marinko V. Sarunic, Lens-based wavefront sensorless adaptive optics swept source OCT, Scientific reports, 2016. journal webpage, pdf

Weiguang Ding, Eric Lin, Amanda Ribeiro, Marinko Sarunic, Glen F. Tibbits, and Mirza Faisal Beg, Automatic Cycle Averaging for Denoising Approximately Periodic Spatiotemporal Signals, IEEE Transactions on Medical Imaging (TMI), 2014. journal webpage

Eric Lin, Amanda Ribeiro, Weiguang Ding, Leif Hove-Madsen, Marinko Sarunic, Glen F. Tibbits, and Mirza Faisal Beg, Optical mapping of the electrical activity of isolated adult zebrafish hearts: acute effects of temperature, American Journal of Physiology - Regulatory, Integrative and Comparative Physiology (AJP-REGU), 2014. journal webpage

Weiguang Ding, Eric Lin, Amanda Ribeiro, Marinko Sarunic, Glen F. Tibbits, and Mirza Faisal Beg, On Identification of Sinoatrial Node in Zebrafish Heart Based on Functional Time Series from Optical Mapping, 35th annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2013. webpage

Weiguang Ding, Mei Young, Serge Bourgault, Sieun Lee, David A. Albiani, Andrew W. Kirker, Farzin Forooghian, Marinko Sarunic, Andrew B. Merkur, and Mirza Faisal Beg, Automatic Detection of Subretinal Fluid and Sub-Retinal Pigment Epithelium Fluid in Optical Coherence Tomography Images, 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2013. webpage

Thesis and course projects

Master Thesis: Identification of Pacemaking Region in Zebrafish Heart from Optical Mapping Data Simon Fraser University, April 2013
pdf

Course project: Multiple-Layer Neural Network Applied to Phase Gradient Recovery from Fringe Pattern CMPT 726 Machine Learning, December 2011 pdf

Course project: Blastomere Detection of Cleavage Stage Human Embryo ENSC 895 Biomedical Image Processing, April 2011
pdf