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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.
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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.
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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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