SVCL - Brandon Leung

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Brandon Leung

Brandon Leung

Jacobs Hall, Room 4600
9500 Gilman Drive
La Jolla, CA 92093-0409

b7leung@ucsd.edu
[Personal Website, Github, Linkedin, Resume]


Brief Bio

I graduated in April 2022 with a Masters at UC San Diego, where I used machine learning to solve computer vision problems. I joined SVCL as a sophomore in 2017 working on the OOWL dataset. I have a computer science background, and earned a B.Sc in this field from UC San Diego in 2019. For more information about me, please visit my personal website.

Research

In my research, I have focused on various topics including 2D/3D detection, domain adaptation, autonomous vehicle navigation, GANs, 3D reconstruction, embeddings, self-supervised learning, and explainable neural networks.

Publications

Understanding Learned Visual Invariances Through Hierarchical Dataset Design and Collection
Brandon Leung*
University of California San Diego, M.S. Thesis 2022.

Black-Box Test-Time Shape REFINEment for Single View 3D Reconstruction
Brandon Leung, Chih-Hui Ho, Nuno Vasconcelos
ArXiv:2108.09911, MS Thesis In Progress
2021

Catastrophic Child’s Play: Easy to Perform, Hard to Defend Adversarial Attacks
Brandon Leung*, Chih-Hui Ho*, Erik Sandström, Yen Chang, Nuno Vasconcelos (*Indicates equal contribution)
Conference on Computer Vision and Pattern Recognition(CVPR)
Long Beach, California 2019

Domain Adaptation for Real-World Single View 3D Reconstruction
Brandon Leung, Siddharth Singh, Arik Horodniceanu
ArXiv:2108.10972
2020

OOWL500: Overcoming Dataset Collection Bias in the Wild
Brandon Leung, Chih-Hui Ho, Amir Persekian, David Orozco, Yen Chang, Erik Sandstrom, Bo Liu, Nuno Vasconcelos
ArXiv:2108.10992
2019

Education

UCSD

University of California, San Diego
Masters Student in Machine Learning and Data Science

2019 - 2022
La Jolla, CA, US

UCSD

University of California, San Diego
B.Sc Computer Science, Magna Cum Laude

2015-2019
La Jolla, CA, US

Awards

UCSD

National Science Foundation Graduate Research Fellowship

2020

UCSD

Sloan Scholar Graduate Fellowship

2019

UCSD

STARS Graduate Fellowship

2019

UCSD

ECE Departmental Graduate Fellowship

2019

UCSD

Undergraduate Research Award

2019





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