2021
Publications
Using deep learning to identify the recurrent laryngeal nerve during thyroidectomy
Julia Gong, F. Christopher Holsinger, Julia E. Noel, Sohei Mitani, Jeff Jopling, Nikita Bedi, Yoon Woo Koh, Lisa A. Orloff, Claudio R. Cernea & Serena Yeung
Scientific Reports ; July 12 2021
Parents’ Perspectives on Using Artificial Intelligence to Reduce Technology Interference During Early Childhood: Cross-sectional Online Survey
Ill Glassman, Kathryn Humphreys, Serena Yeung, Michelle Smith, Adam Jauregui, Arnold Milstein, Lee Sanders
Journal of Medicial Internet Research; March 2021
2020
Publications
Ethical issues in using ambient intelligence in health-care settings
Nicole Martinez-Martin Zelun Luo, Amit Kaushal, Ehsan Adeli Albert Haque, Sara S Kelly, Sarah Wieten, Mildred K Cho, David Magnus, Fei-Fei Li, Kevin Schulman, Arnold Milstein
The Lancet; December 21, 2020 Code
Illuminating the Dark Spaces of Healthcare with Ambient Intelligence
Albert Haque, Arnold Milstein, Li Fei-Fei
Nature; September 2020
Geographic Distribution of US Cohorts Used to Train Deep Learning Algorithms
Amit Kaushal, MD, PhDRuss Altman, MD, PhDCurt Langlotz, MD, PhD
JAMA Network; September 29, 2020 Code
Machine learning and atherosclerotic cardiovascular disease risk prediction in a multi-ethnic population
Andrew Ward, Ashish Sarraju, Sukyung Chung, Jiang Li, Robert Harrington, Paul Heidenreich, Latha Palaniappan, David Scheinker & Fatima Rodriguez
Nature|Digital Medicine; September 2020 Code
Vision-based Estimation of MDS-UPDRS Gait Scores for Assessing Parkinson’s Disease Motor Severity
Mandy Lu , Kathleen Poston, Adolf Pfefferbaum , Edith V. Sullivan, Li Fei-Fei, Kilian M. Pohl, Juan Carlos Niebles, and Ehsan Adeli
Lancet; 17 July 2020
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; July 2020
Assessing the Accuracy of Automatic Speech Recognition for Psychotherapy
Adam S. Miner*, Albert Haque*, Jason A. Fries, Scott L. Fleming, Denise E. Wilfley, G. Terence Wilson, Arnold Milstein, Dan Jurafsky, Bruce A. Arnow, W. Stewart Agras, Li Fei-Fei and Nigam H. Shah
Nature Partner Journals (NPJ) Digital Medicine; June 2020 Code
Computer vision's potential to improve health care
Arnold Milstein, Eric J Topol
The Lancet; May 16, 2020
Ethical and Legal Aspects of Ambient Intelligence in Hospitals
Sara Gerke, MA; Serena Yeung, PhD; I. Glenn Cohen, JD
JAMA Network; February 18, 2020
2019
Publications
Making Machine Learning Models Clinically Useful
Nigam Shah, Arnold Milstein, Teven Bagley
JAMA, Oct 8, 2019
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 and Arnold Milstein
Nature Partner Journals (NPJ) Digital Medicine; March 2019
2018
Publications
Vision-Based Gait Analysis for Senior Care
David Xue*, Anin Sayana*, Evan Darke*, Kelly Shen*, Jun-Ting Hsieh, Zelun Luo, Li-Jia Li, N, Lance Downing, Arnold Milstein, Li Fei-Fei
Machine Learning for Health Workshop, Neural Information Processing Systems (NeurIPS); December 2018
Descriptive Analysis of ICU Patient Mobilization from Depth Videos
Laëtitia Shao*, Zaid Nabulsi*, Ruchir Rastogi*, Bingbin Liu, Francesca Rinaldo, Serena Yeung, N. Lance Downing, William Beninati, Arnold Milstein, Li Fei-Fei
Machine Learning for Health Workshop, Neural Information Processing Systems (NeurIPS); December 2018
Computer Vision-based Descriptive Analytics of Seniors’ Daily Activities for Long-term Health Monitoring
Zelun Luo*, Jun-Ting Hsieh*, Niranjan Balachandar, Serena Yeung, Guido Pusiol, Jay Luxenberg, Grace Li, Li-Jia Li, N. Lance Downing, Arnold Milstein, Li Fei-Fei
Machine Learning for Healthcare (MLHC) Conference; August 2018
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
Machine Learning for Healthcare (MLHC) Conference; August 2018
Bedside Computer Vision — Moving Artificial Intelligence from Driver Assistance to Patient Safety
Serena Yeung, Lance Downing, Li Fei-Fei, Arnold Milstein
New England Journal of Medicine; April 2018
2017
Publications
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
Machine Learning for Health Workshop, Neural Information Processing Systems (NIPS); December 2017
Viewpoint Invariant Convolutional Networks for Identifying Risky Hand Hygiene Scenarios
Michelle Guo, Albert Haque, Serena Yeung, Jeffrey Jopling, Lance Downing, Alexandre Alahi, Brandi Campbell, Kayla Deru, William Beninati, Arnold Milstein, Li Fei-Fei
Machine Learning for Health Workshop, Neural Information Processing Systems (NIPS); December 2017
Vision-Based Prediction of ICU Mobility Care Activities using Recurrent Neural Networks
Gabriel M. Bianconi, Rishab Mehra, Serena Yeung, Francesca Salipur, Jeffrey Jopling, Lance Downing, Albert Haque, Alexandre Alahi, Brandi Campbell, Kayla Deru, William Beninati, Arnold Milstein, Li Fei-Fei
Machine Learning for Health Workshop, Neural Information Processing Systems (NIPS); December 2017
Computer Vision-based Approach to Maintain Independent Living for Seniors
Zelun Luo, Alisha Rege, Guido Pusiol, Arnold Milstein, Li Fei-Fei, N. Lance Downing
American Medical Informatics Association (AMIA) Annual Symposium; November 2017 Poster
Towards Vision-Based Smart Hospitals: A System for Tracking and Monitoring Hand Hygiene Compliance
Albert Haque, Michelle Guo, Alexandre Alahi, Serena Yeung, Zelun Luo, Alisha Rege, Amit Singh, Jeffrey Jopling, Lance Downing, William Beninati, Terry Platchek, Arnold Milstein, Li Fei-Fei
Machine Learning in Healthcare Conference (MLHC); August 2017 arXiv
2016
Publications
Vision-Based Hand Hygiene Monitoring in Hospitals
Serena Yeung, Alexandre Alahi, Zelun Luo, Boya Peng, Albert Haque, Amit Singh, Terry Platchek, Arnold Milstein, Li Fei-Fei
American Medical Informatics Association (AMIA) Annual Symposium; November 2016
Towards Viewpoint Invariant 3D Human Pose Estimation
Albert Haque, Boya Peng, Zelun Luo, Alexandre Alahi, Serena Yeung, Li Fei-Fei
European Conference on Computer Vision (ECCV); October 2016
Classification of Developmental Disorders Using Eye-Movements
Guido Pusiol, Andre Esteva, Scott S. Hall, Michael Frank, Arnold Milstein, Li Fei-Fei
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI); October 2016
Recurrent Attention Models for Person Identification
Albert Haque, Alexandre Alahi, Li Fei-Fei
Conference on Computer Vision and Pattern Recognition (CVPR); June 2016
Smartphone-Based Conversational Agents and Responses to Questions About Mental Health, Interpersonal Violence, and Physical Health
Adam Miner, Arnold Milstein, Stephen Schueller, Roshini Hegde, Christina Mangurian, Eleni Linos
JAMA Internal Medicine; May 2016
2015
Publications
Vision-Based Hand Hygiene Monitoring in Hospitals
Serena Yeung, Alexandre Alahi, Zelun Luo, Boya Peng, Albert Haque, Amit Singh, Terry Platchek, Arnold Milstein, Li Fei-Fei
Workshop on Machine Learning in Healthcare, Neural Information Processing Systems (NIPS); December 2015
2014
Publications
Discovering the Signatures of Joint Attention in Child-Caregiver Interaction
Guido Pusiol, Laura Soriano, Li Fei-Fei, Michael C. Frank
The Annual Meeting of the Cognitive Science Society (CogSci); July 2014