Home People Research Publications Demos
         
News Jobs Prospective
Students
About Internal

Bo Liu

Bo Liu

EBU-1, Room 4604
9500 Gilman Drive
La Jolla, CA 92093-0409

boliu (at) ucsd (dot) edu


Brief Bio

I am a Ph.D. candidate in the Statistical Visual Computing Lab (SVCL) with Prof. Nuno Vasconcelos at the University of California, San Diego. Before arriving to UC San Diego, I received my B.S. in Electronic Engineering from Tsinghua University, Beijing, China in June 2013.

I am interested in computer vision and machine learning. Previously, I worked on crowd counting, activity intensity in videos and transfer learning. Currently, my research focuses on few-shot learning and long-tailed recognition.

Publications

Feature Space Transfer as Data Augmentation for Few-shot Classification and Single-view Reconstruction
Bo Liu, Xudong Wang, Mandar Dixit, Roland Kwitt, Nuno Vasconcelos
submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
[ Website | PDF | Code ]

Feature Space Transfer for Data Augmentation
Bo Liu, Xudong Wang, Mandar Dixit, Roland Kwitt, Nuno Vasconcelos
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Oral Presentation), Salt Lake City, Utah, United States, 2018.
[ Website | PDF | arXiv | BibTeX | Code ]

Semi-supervised Long-tailed Recognition using Alternate Sampling
Bo Liu, Haoxiang Li, Hao Kang, Nuno Vasconcelos, Gang Hua
submitted to IEEE International Conference on Computer Vision (ICCV), 2021.
[ Website | PDF | arXiv | BibTeX | Code ]

Breadcrumbs: Adversarial Class-balanced Sampling for Long-tailed Recognition
Bo Liu, Haoxiang Li, Hao Kang, Gang Hua, Nuno Vasconcelos
submitted to IEEE International Conference on Computer Vision (ICCV), 2021.
[ Website | PDF | arXiv | BibTeX | Code ]

GistNet: a Geometric Structure Transfer Network for Long-tailed Recognition
Bo Liu, Haoxiang Li, Hao Kang, Gang Hua, Nuno Vasconcelos
submitted to IEEE International Conference on Computer Vision (ICCV), 2021.
[ Website | PDF | arXiv | BibTeX | Code ]

SPOT: Selective Point Cloud Voting for Better Proposal in Point Cloud Object Detection
Hongyuan Du, Linjun Li, Bo Liu, Nuno Vasconcelos
European Conference on Computer Vision (ECCV), Glasgow, United Kingdom, 2020.
[ PDF | BibTeX | Code ]

Automated High-Frequency Observations of Physical Activity using Computer Vision
Jordan A. Carlson, Bo Liu, James F. Sallis, J. Aaron Hipp, Vincent S. Staggs, Jacqueline Kerr, Amy Papa, Kelsey Dean, Nuno M. Vasconcelos
Medicine and Science in Sports and Exercise (MSSE), 2020.
[ PDF | BibTeX | wiki ]

Automated Ecological Assessment of Physical Activity: Advancing Direct Observation
Jordan A. Carlson, Bo Liu, James F. Sallis, Jacqueline Kerr, J. Aaron Hipp, Vincent S. Staggs, Amy Papa, Kelsey Dean, Nuno M. Vasconcelos
Medicine and Science in Sports and Exercise
Vol. 14, no. 12, pp.1487, 2017.
[ PDF | BibTeX ]

Few-shot Open-set Recognition using Meta-learning
Bo Liu, Hao Kang, Haoxiang Li, Gang Hua, Nuno Vasconcelos
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, United States, 2020.
[ Website | PDF | arXiv | BibTeX | Code ]

Exploit Clues from Views: Self-supervised and Regularized Learning for Multiview Object Recognition
Chih-Hui Ho, Bo Liu, Tz-Ying Wu, Nuno Vasconcelos
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, Washington, United States, 2020.
[ Website | arXiv | BibTeX | Code ]

Bayesian Model Adaptation for Crowd Counts
Bo Liu, Nuno Vasconcelos
IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, 2015.
[ Website | PDF | BibTeX | Code | Dataset ]

Education

UCSD

University of California, San Diego
Ph.D. in Electrical Engineering

2016-2021
La Jolla, CA, United States

Dissertation: To Overcome Limitations of Computer Vision Datasets

Final Defense: To Overcome Long-tailed Problem in Computer Vision

UCSD

University of California, San Diego
M.S. in Electrical Engineering

2013-2016
La Jolla, CA, United States

THU

Tsinghua University
B.S. in Electrical Engineering

2009-2013
Beijing, China

Professional Experience

UCSD

University of California, San Diego
Graduate Student Resercher

San Diego, CA
United States
2013-2021

Wormpex AI Research

Wormpex AI Research
Intern Research Scientist

Seattle, WA
United States
Summer, 2019 & Winter, 2021

Microsoft

Microsoft
Intern Research Scientist

Seattle, WA
United States
Summer, 2018



Updated: Jun. 07, 2021



© SVCL