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A real-time spatiotemporal AI model analyzes skill in open surgical videos


Dec 14, 2021
Emmett D. Goodman, Krishna K. Patel, Yilun Zhang, William Locke, Chris J. Kennedy, Rohan Mehrotra, Stephen Ren, Melody Guan, Maren Downing, Hao Wei Chen, Jevin Z. Clark, Gabriel A. Brat, Serena Yeung

* 22 pages, 4 main text figures, 7 extended data figures, 4 extended data tables 

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FlowVOS: Weakly-Supervised Visual Warping for Detail-Preserving and Temporally Consistent Single-Shot Video Object Segmentation


Nov 20, 2021
Julia Gong, F. Christopher Holsinger, Serena Yeung

* To appear at BMVC 2021; 13 pages, 4 figures, 2 tables 

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Staying in Shape: Learning Invariant Shape Representations using Contrastive Learning


Jul 08, 2021
Jeffrey Gu, Serena Yeung


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DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical Images


Apr 03, 2021
Joy Hsu, Wah Chiu, Serena Yeung

* To appear at CVPR 2021 

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Unsupervised Discovery of the Long-Tail in Instance Segmentation Using Hierarchical Self-Supervision


Apr 02, 2021
Zhenzhen Weng, Mehmet Giray Ogut, Shai Limonchik, Serena Yeung


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Personalized Federated Learning with First Order Model Optimization


Jan 28, 2021
Michael Zhang, Karan Sapra, Sanja Fidler, Serena Yeung, Jose M. Alvarez

* ICLR 2021 

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Using Computer Vision to Automate Hand Detection and Tracking of Surgeon Movements in Videos of Open Surgery


Dec 13, 2020
Michael Zhang, Xiaotian Cheng, Daniel Copeland, Arjun Desai, Melody Y. Guan, Gabriel A. Brat, Serena Yeung

* AMIA 2020 Annual Symposium 

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Learning Hyperbolic Representations for Unsupervised 3D Segmentation


Dec 04, 2020
Joy Hsu, Jeffrey Gu, Gong-Her Wu, Wah Chiu, Serena Yeung


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Holistic 3D Human and Scene Mesh Estimation from Single View Images


Dec 02, 2020
Zhenzhen Weng, Serena Yeung


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Medical symptom recognition from patient text: An active learning approach for long-tailed multilabel distributions


Nov 12, 2020
Ali Mottaghi, Prathusha K Sarma, Xavier Amatriain, Serena Yeung, Anitha Kannan

* Machine Learning for Health (ML4H) at NeurIPS 2020 - Extended Abstract 

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Rapidly Personalizing Mobile Health Treatment Policies with Limited Data


Feb 23, 2020
Sabina Tomkins, Peng Liao, Predrag Klasnja, Serena Yeung, Susan Murphy


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Adversarial Representation Active Learning


Dec 20, 2019
Ali Mottaghi, Serena Yeung


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Tool Detection and Operative Skill Assessment in Surgical Videos Using Region-Based Convolutional Neural Networks


Jul 22, 2018
Amy Jin, Serena Yeung, Jeffrey Jopling, Jonathan Krause, Dan Azagury, Arnold Milstein, Li Fei-Fei

* arXiv admin note: text overlap with arXiv:1806.02031 by other authors 

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Towards Vision-Based Smart Hospitals: A System for Tracking and Monitoring Hand Hygiene Compliance


Apr 24, 2018
Albert Haque, Michelle Guo, Alexandre Alahi, Serena Yeung, Zelun Luo, Alisha Rege, Jeffrey Jopling, Lance Downing, William Beninati, Amit Singh, Terry Platchek, Arnold Milstein, Li Fei-Fei

* PMLR 68:75-87, 2017 
* Machine Learning for Healthcare Conference (MLHC) 

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Tackling Over-pruning in Variational Autoencoders


Aug 07, 2017
Serena Yeung, Anitha Kannan, Yann Dauphin, Li Fei-Fei


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Every Moment Counts: Dense Detailed Labeling of Actions in Complex Videos


Jun 09, 2017
Serena Yeung, Olga Russakovsky, Ning Jin, Mykhaylo Andriluka, Greg Mori, Li Fei-Fei

* To appear in IJCV 

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Learning to Learn from Noisy Web Videos


Jun 09, 2017
Serena Yeung, Vignesh Ramanathan, Olga Russakovsky, Liyue Shen, Greg Mori, Li Fei-Fei

* To appear in CVPR 2017 

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End-to-end Learning of Action Detection from Frame Glimpses in Videos


Mar 13, 2017
Serena Yeung, Olga Russakovsky, Greg Mori, Li Fei-Fei

* Update to version in CVPR 2016 proceedings 

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Towards Viewpoint Invariant 3D Human Pose Estimation


Jul 26, 2016
Albert Haque, Boya Peng, Zelun Luo, Alexandre Alahi, Serena Yeung, Li Fei-Fei

* European Conference on Computer Vision (ECCV) 2016 

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VideoSET: Video Summary Evaluation through Text


Jun 23, 2014
Serena Yeung, Alireza Fathi, Li Fei-Fei


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