Selected Publications

2021

Deep Learning-Enabled Medical Computer Vision
Andre Esteva, Katherine Chou, Serena Yeung, Nikhil Naik, Ali Madani, Ali Mottaghi, Yun Liu, Eric Topol, Jeff Dean, Richard Socher
npj Digital Medicine 2021
[pdf]

Personalized Federated Learning with First Order Model Optimization
Michael Zhang, Karan Sapra, Sanja Fidler, Serena Yeung, Jose M. Alvarez
ICLR 2021
[pdf]

Holistic 3D Human and Scene Mesh Estimation from Single View Images
Zhenzhen (Jen) Weng, Serena Yeung
CVPR 2021
[pdf]

Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision
Zhenzhen (Jen) Weng, Mehmet Giray Ogut, Shai Limonchik, Serena Yeung
CVPR 2021
[project page coming soon]

DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images
Joy Hsu, Wah Chiu, Serena Yeung
CVPR 2021
[pdf]

2020

Learning Hyperbolic Representations for Unsupervised 3D Segmentation
Joy Hsu*, Jeffrey Gu*, Gong-Her Wu, Wah Chiu, Serena Yeung
Preprint, 2020
[pdf]

Medical Symptom Recognition from Patient Text: An Active Learning Approach for Long-Tailed Multilabel Distributions
Ali Mottaghi, Prathusha Sarma, Xavier Amatriain, Serena Yeung, Anitha Kannan
Preprint, 2020
[pdf]

Using Computer Vision to Automate Hand Detection and Tracking of Surgeon Movements in Videos of Open Surgery
Michael Zhang, Xiaotian Cheng, Daniel Copeland, Arjun Desai, Melody Guan, Gabriel Brat, Serena Yeung
AMIA 2020
[pdf]

Automatic Detection of Hand Hygiene Using Computer Vision Technology
Amit Singh, Albert Haque, Alexandre Alahi, Serena Yeung, Michelle Guo, Jill R Glassman, William Beninati, Terry Platchek, Li Fei-Fei, Arnold Milstein
Journal of the American Medical Informatics Association (JAMIA)
[pdf]

Adversarial Representation Active Learning
Ali Mottaghi, Serena Yeung
CVPR 2020 Workshop on Visual Learning with Limited Labels
[pdf] [bibtex] [code]

Ethical and Legal Aspects of Ambient Intelligence in Hospitals
Sara Gerke, Serena Yeung, I. Glenn Cohen
Journal of the American Medical Association (JAMA)
[pdf]


2019

NIH Advisory Committee to the Director Artificial Intelligence Working Group Report
Rediet Abebe, Greg Corrado, Kate Crawford, Barbara Engelhardt, David Glazer, David Haussler, Dina Katabi, Daphne Koller, Anshul Kundaje, Eric Lander, Jennifer Listgarten, Michael McManus, Lawrence Tabak, Serena Yeung
NIH Advisory Committee to the Director Working Group on Artificial Intelligence
[pdf]

A Computer Vision System for Deep Learning-Based Detection of Patient Mobilization Activities in the ICU
Serena Yeung*, Francesca Rinaldo*, Jeffrey Jopling, Bingbin Liu, Rishab Mehra, N. Lance Downing, Michelle Guo, Gabriel M. Bianconi, Alexandre Alahi, Julia Lee, Brandi Campbell, Kayla Deru, William Beninati, Li Fei-Fei, Arnold Milstein
Nature Partner Journals (NPJ) Digital Medicine
[pdf]


2018

Temporal Modular Networks for Retrieving Complex Compositional Activities in Video
Bingbin Liu, Serena Yeung, Edward Chou, De-An Huang, Li Fei-Fei, Juan Carlos Niebles
ECCV 2018
[pdf] [project page] [bibtex]

Neural Graph Matching Networks for Fewshot 3D Action Recognition
Michelle Guo, Edward Chou, Shuran Song, De-An Huang, Serena Yeung, Li Fei-Fei
ECCV 2018
[pdf] [project page] [bibtex]

Dynamic Task Prioritization for Multitask Learning
Michelle Guo, Albert Haque, De-An Huang, Serena Yeung, Li Fei-Fei
ECCV 2018
[pdf] [bibtex]

Computer Vision-based Descriptive Analytics of Seniors’ Daily Activities for Long-term Health Monitoring
Jun-Ting Hsieh*, Zelun Luo*, Niranjan Balachandar, Serena Yeung, Guido Pusiol, Jay Luxenberg, Grace Li, Li-Jia Li, N. Lance Downing, Arnold Milstein, Li Fei-Fei
MLHC 2018
[pdf] [bibtex]

3D Point Cloud-Based Visual Prediction of ICU Mobility Care Activities
Bingbin Liu*, Michelle Guo*, Edward Chou, Rishab Mehra, Serena Yeung, N. Lance Downing, Francesca Salipur, Jeffrey Jopling, Brandi Campbell, Kayla Deru, William Beninati, Arnold Milstein, Li Fei-Fei
MLHC 2018
[pdf]

Bedside Computer Vision -- Moving Artificial Intelligence from Driver Assistance to Patient Safety
Serena Yeung, N. Lance Downing, Li Fei-Fei, Arnold Milstein
New England Journal of Medicine 2018
[pdf] [bibtex]

Scaling Human-Object Interaction Recognition through Zero-Shot Learning
Liyue Shen, Serena Yeung, Judy Hoffman, Greg Mori, Li Fei-Fei
WACV 2018
[pdf] [bibtex]

Tool Detection and Operative Skill Assessment in Surgical Videos Using Region-Based Convolutional Neural Networks
Amy Jin, Serena Yeung, Jeffrey Jopling, Jonathan Krause, Dan Azagury, Arnold Milstein, Li Fei-Fei
NIPS 2017 Machine Learning for Health Workshop (Best Paper Award)
WACV 2018
[pdf] [project page] [code] [data] [bibtex]


Earlier

  • For earlier publications, see here.