Illuminating the Dark Spaces of Healthcare with Ambient Intelligence

Albert Haque, Arnold Milstein, Li Fei-Fei

Nature
September 2020

Paper

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

Paper

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

Paper Code

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

Paper

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

PDF Workshop

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

Workshop

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

Conference

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

Conference

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

Paper

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

Workshop

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

Workshop

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

Workshop

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

PDF Conference

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

PDF arXiv Conference

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

Conference

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

PDF Dataset arXiv Conference

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

PDF Conference

Recurrent Attention Models for Person Identification

Albert Haque, Alexandre Alahi, Li Fei-Fei

Conference on Computer Vision and Pattern Recognition (CVPR)
June 2016

PDF Conference

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

Publisher Website

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

PDF Conference

​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

PDF Conference