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Ruben Villegas
Ruben Villegas
Senior Research Scientist, Google DeepMind
Email confirmado em google.com - Página inicial
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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
16492019
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
7082017
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
4452017
Phenaki: Variable length video generation from open domain textual descriptions
R Villegas, M Babaeizadeh, PJ Kindermans, H Moraldo, H Zhang, ...
International Conference on Learning Representations, 2022
3342022
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
2792015
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
2502018
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
1652018
Unsupervised learning of object structure and dynamics from videos
M Minderer, C Sun, R Villegas, F Cole, KP Murphy, H Lee
Advances in Neural Information Processing Systems 32, 2019
1622019
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
1622018
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 32, 2019
1562019
Stochastic scene-aware motion prediction
M Hassan, D Ceylan, R Villegas, J Saito, J Yang, Y Zhou, MJ Black
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
1502021
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
1442014
Contact and human dynamics from monocular video
D Rempe, LJ Guibas, A Hertzmann, B Russell, R Villegas, J Yang
Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23 …, 2020
1082020
Future object trajectory predictions for autonomous machine applications
R Villegas, A Troccoli, I Frosio, S Tyree, W Byeon, J Kautz
US Patent 11,514,293, 2022
472022
Task-generic hierarchical human motion prior using vaes
J Li, R Villegas, D Ceylan, J Yang, Z Kuang, H Li, Y Zhao
2021 International Conference on 3D Vision (3DV), 771-781, 2021
472021
Contact-aware retargeting of skinned motion
R Villegas, D Ceylan, A Hertzmann, J Yang, J Saito
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2021
402021
Single-image full-body human relighting
M Lagunas, X Sun, J Yang, R Villegas, J Zhang, Z Shu, B Masia, ...
arXiv preprint arXiv:2107.07259, 2021
332021
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 10,546,408, 2020
192020
ViC-MAE: self-supervised representation learning from images and video with contrastive masked autoencoders
J Hernandez, R Villegas, V Ordonez
European Conference on Computer Vision, 444-463, 2025
72025
Storybench: A multifaceted benchmark for continuous story visualization
E Bugliarello, HH Moraldo, R Villegas, M Babaeizadeh, MT Saffar, ...
Advances in Neural Information Processing Systems 36, 78095-78125, 2023
32023
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