Ruben Villegas
Ruben Villegas
Research Scientist, Adobe Research
Verified email at adobe.com - Homepage
TitleCited byYear
Decomposing motion and content for natural video sequence prediction
R Villegas, J Yang, S Hong, X Lin, H Lee
International Conference on Learning Representations, 2017
1782017
Learning to generate long-term future via hierarchical prediction
R Villegas, J Yang, Y Zou, S Sohn, X Lin, H Lee
Proceedings of the 34th International Conference on Machine Learning, 2017
1432017
Improving object detection with deep convolutional networks via bayesian optimization and structured prediction
Y Zhang, K Sohn, R Villegas, G Pan, H Lee
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2015
1412015
Who do i look like? determining parent-offspring resemblance via gated autoencoders
A Dehghan, EG Ortiz, R Villegas, M Shah
Proceedings of the IEEE conference on computer vision and pattern …, 2014
842014
Learning latent dynamics for planning from pixels
D Hafner, T Lillicrap, I Fischer, R Villegas, D Ha, H Lee, J Davidson
Proceedings of the 36th International Conference on Machine Learning, 2019
802019
Neural Kinematic Networks for Unsupervised Motion Retargetting
R Villegas, J Yang, D Ceylan, H Lee
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018
302018
Hierarchical Long-term Video Prediction without Supervision
N Wichers, R Villegas, D Erhan, H Lee
Proceedings of the 35th International Conference on Machine Learning, 2018
282018
MT-VAE: Learning Motion Transformations to Generate Multimodal Human Dynamics
X Yan, A Rastogi, R Villegas, K Sunkavalli, E Shechtman, S Hadap, ...
European Conference on Computer Vision (ECCV), 2018, 2018
112018
Unsupervised Learning of Object Structure and Dynamics from Videos
M Minderer, C Sun, R Villegas, F Cole, K Murphy, H Lee
arXiv preprint arXiv:1906.07889, 2019
32019
Retargeting skeleton motion sequences through cycle consistency adversarial training of a motion synthesis neural network with a forward kinematics layer
J Yang, D Ceylan, R Villegas
US Patent App. 15/926,787, 2019
2019
High Fidelity Video Prediction with Large Stochastic Recurrent Neural Networks
R Villegas, A Pathak, H Kannan, D Erhan, QV Le, H Lee
Advances in Neural Information Processing Systems, 81-91, 2019
2019
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