- Research Intern, Sept 2022 - Dec 2022
Huawei - Noah’s Ark Lab, Toronto ON- Hosted by Yangchen Pan
- Implicit regularization effect of optimization methods and its connection to out-of-distribution generalization
- Research Intern, May 2021 - Aug 2022
Samsung - Samsung AI Center, Toronto ON- Hosted by Afsaneh Fazly
- Data augmentation approaches for improving generalization performance of deep neural networks in the multi-modal learning setting
- Research Intern, May 2020 - Oct 2020
Huawei - Noah’s Ark Lab, Toronto ON- Hosted by Aladin Virmaux, Kevin Scaman and Juwei Lu
- Hierarchical adversarial robustness of deep neural networks
- Research Intern, May 2016 - Apr 2017
Christie Digital - Advanced Technologies Group, Kitchener ON - Hoested by Mark Lamm
- Projector super-resolution enhancement
- Undergraduate Research Assistant, Jan - Apr 2015
University of Waterloo - Vision and Image Processing Lab, Waterloo ON- Hosted by Alex Wong
- Large-scale graphical inference using GraphChi
- Research Inern, May - Aug 2013
University Health Network - Princess Margaret Hospital, Guided Therapeutics Lab, Toronto ON - Hosted by Robert Weersink
- 3D imaging and reconstruction system for intra-operative object registration