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

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

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

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

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

Wiring Minds

Amit Kaushal and Russ B. Altman  

Nature, December 18, 2019

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

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

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