Gary Leung

I am a MSc. student at University of Toronto advised by Prof. Sanja Fidler.

Previously, I graduated from University of Toronto in 2020 majoring in Engineering Science (Robotics) and have held internships at Samsung Toronto AI Centre and Google

Outside of work, I enjoy spending my time reading, learning new languages, or gaming.

Email  /  CV  /  Google Scholar  /  Twitter  /  Github

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Research
prl Improving Semantic Segmentation in Transformers using Hierarchical Inter-Level Attention
Gary Leung, Jun Gao, Xiaohui Zeng, Sanja Fidler
arXiv / Project Website

We present Hierarchical Inter-Level Attention (HILA), an attention-based method that captures Bottom-Up and Top-Down Updates between features of different levels in hierarchical vision transformer architectures.

prl Studying BatchNorm Learning Rate Decay on Meta-Learning Inner-Loop Adaptation
Alexander Wang*, Gary Leung*, Sasha Doubov*
NeurIPS Workshop on Meta-Learning, 2021
Open Review

We study the effects of BatchNorm's implicit learning rate decay on the inner loop adaptation for MAML. We look to address potential causes of the feature reuse/rapid adaptation in meta-learning.

fast-texture VASTA: A Vision and Language-assisted Smartphone Task Automation System
Alborz Rezazadeh Sereshkeh, Gary Leung, Krish Perumal, Caleb Phillips, Minfan Zhang, Afsaneh Fazly, Iqbal Mohomed
ACM IUI, 2020
arXiv / demo

We build VASTA, a vision and language-assisted Programming By Demonstration (PBD) system for smartphone task automation.


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