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Deep Neural Imputation: A Framework for Recovering Incomplete Brain Recordings



Sabera Talukder , Jennifer J. Sun , Matthew Leonard , Bingni W. Brunton , Yisong Yue


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Open-Source Tools for Behavioral Video Analysis: Setup, Methods, and Development



Kevin Luxem , Jennifer J. Sun , Sean P. Bradley , Keerthi Krishnan , Talmo D. Pereira , Eric A. Yttri , Jan Zimmermann , Mark Laubach

* 20 pages, 2 figures, 2 tables; this is a commentary on video methods for analyzing behavior in animals that emerged from a working group organized by the OpenBehavior project (openbehavior.com) 

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Self-Supervised Keypoint Discovery in Behavioral Videos



Jennifer J. Sun , Serim Ryou , Roni Goldshmid , Brandon Weissbourd , John Dabiri , David J. Anderson , Ann Kennedy , Yisong Yue , Pietro Perona


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Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis



Albert Tseng , Jennifer J. Sun , Yisong Yue


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Unsupervised Learning of Neurosymbolic Encoders



Eric Zhan , Jennifer J. Sun , Ann Kennedy , Yisong Yue , Swarat Chaudhuri


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Interpreting Expert Annotation Differences in Animal Behavior



Megan Tjandrasuwita , Jennifer J. Sun , Ann Kennedy , Swarat Chaudhuri , Yisong Yue

* 4 pages, 5 figures, presented as a poster at CV4Animals workshop @ CVPR21 

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The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions



Jennifer J. Sun , Tomomi Karigo , Dipam Chakraborty , Sharada P. Mohanty , David J. Anderson , Pietro Perona , Yisong Yue , Ann Kennedy

* Dataset and challenge: https://www.aicrowd.com/challenges/multi-agent-behavior-representation-modeling-measurement-and-applications Part of MABe workshop @ CVPR21: https://sites.google.com/view/mabe21/home 

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Learning View-Disentangled Human Pose Representation by Contrastive Cross-View Mutual Information Maximization



Long Zhao , Yuxiao Wang , Jiaping Zhao , Liangzhe Yuan , Jennifer J. Sun , Florian Schroff , Hartwig Adam , Xi Peng , Dimitris Metaxas , Ting Liu


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Task Programming: Learning Data Efficient Behavior Representations



Jennifer J. Sun , Ann Kennedy , Eric Zhan , Yisong Yue , Pietro Perona


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View-Invariant, Occlusion-Robust Probabilistic Embedding for Human Pose



Ting Liu , Jennifer J. Sun , Long Zhao , Jiaping Zhao , Liangzhe Yuan , Yuxiao Wang , Liang-Chieh Chen , Florian Schroff , Hartwig Adam

* Code is available at https://github.com/google-research/google-research/tree/master/poem . Video synchronization results are available at https://drive.google.com/corp/drive/folders/1nhPuEcX4Lhe6iK3nv84cvSCov2eJ52Xy. arXiv admin note: text overlap with arXiv:1912.01001 

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