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Contact and Human Dynamics from Monocular Video


Jul 24, 2020
Davis Rempe, Leonidas J. Guibas, Aaron Hertzmann, Bryan Russell, Ruben Villegas, Jimei Yang

* ECCV 2020 

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High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks


Nov 05, 2019
Ruben Villegas, Arkanath Pathak, Harini Kannan, Dumitru Erhan, Quoc V. Le, Honglak Lee

* In Advances in Neural Information Processing Systems (NeurIPS), 2019 

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Unsupervised Learning of Object Structure and Dynamics from Videos


Jun 19, 2019
Matthias Minderer, Chen Sun, Ruben Villegas, Forrester Cole, Kevin Murphy, Honglak Lee


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Learning Latent Dynamics for Planning from Pixels


Dec 03, 2018
Danijar Hafner, Timothy Lillicrap, Ian Fischer, Ruben Villegas, David Ha, Honglak Lee, James Davidson

* 10 pages, 5 figures, 1 table 

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MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics


Aug 14, 2018
Xinchen Yan, Akash Rastogi, Ruben Villegas, Kalyan Sunkavalli, Eli Shechtman, Sunil Hadap, Ersin Yumer, Honglak Lee

* Published at ECCV 2018 

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Hierarchical Long-term Video Prediction without Supervision


Jun 12, 2018
Nevan Wichers, Ruben Villegas, Dumitru Erhan, Honglak Lee

* International Conference on Machine Learning (ICML) 2018 

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Neural Kinematic Networks for Unsupervised Motion Retargetting


Apr 16, 2018
Ruben Villegas, Jimei Yang, Duygu Ceylan, Honglak Lee

* IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 

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Learning to Generate Long-term Future via Hierarchical Prediction


Jan 08, 2018
Ruben Villegas, Jimei Yang, Yuliang Zou, Sungryull Sohn, Xunyu Lin, Honglak Lee

* International Conference on Machine Learning (ICML) 2017 

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Decomposing Motion and Content for Natural Video Sequence Prediction


Jan 08, 2018
Ruben Villegas, Jimei Yang, Seunghoon Hong, Xunyu Lin, Honglak Lee

* International Conference on Learning Representations (ICLR) 2017 

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Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction


Jan 14, 2016
Yuting Zhang, Kihyuk Sohn, Ruben Villegas, Gang Pan, Honglak Lee

* CVPR 2015 

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