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Deep Feedback Inverse Problem Solver

Jan 19, 2021
Wei-Chiu Ma, Shenlong Wang, Jiayuan Gu, Sivabalan Manivasagam, Antonio Torralba, Raquel Urtasun

* ECCV 2020 Spotlight 

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Energy-Based Models for Continual Learning

Nov 24, 2020
Shuang Li, Yilun Du, Gido M. van de Ven, Antonio Torralba, Igor Mordatch


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Watch-And-Help: A Challenge for Social Perception and Human-AI Collaboration

Oct 19, 2020
Xavier Puig, Tianmin Shu, Shuang Li, Zilin Wang, Joshua B. Tenenbaum, Sanja Fidler, Antonio Torralba


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Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering

Oct 18, 2020
Yuxuan Zhang, Wenzheng Chen, Huan Ling, Jun Gao, Yinan Zhang, Antonio Torralba, Sanja Fidler


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LID 2020: The Learning from Imperfect Data Challenge Results

Oct 17, 2020
Yunchao Wei, Shuai Zheng, Ming-Ming Cheng, Hang Zhao, Liwei Wang, Errui Ding, Yi Yang, Antonio Torralba, Ting Liu, Guolei Sun, Wenguan Wang, Luc Van Gool, Wonho Bae, Junhyug Noh, Jinhwan Seo, Gunhee Kim, Hao Zhao, Ming Lu, Anbang Yao, Yiwen Guo, Yurong Chen, Li Zhang, Chuangchuang Tan, Tao Ruan, Guanghua Gu, Shikui Wei, Yao Zhao, Mariia Dobko, Ostap Viniavskyi, Oles Dobosevych, Zhendong Wang, Zhenyuan Chen, Chen Gong, Huanqing Yan, Jun He

* Summary of the 2nd Learning from Imperfect Data Workshop in conjunction with CVPR 2020 

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Improving Inversion and Generation Diversity in StyleGAN using a Gaussianized Latent Space

Sep 14, 2020
Jonas Wulff, Antonio Torralba


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Understanding the Role of Individual Units in a Deep Neural Network

Sep 12, 2020
David Bau, Jun-Yan Zhu, Hendrik Strobelt, Agata Lapedriza, Bolei Zhou, Antonio Torralba

* Proceedings of the National Academy of Sciences 2020. Code at https://github.com/davidbau/dissect/ and website at https://dissect.csail.mit.edu/ 

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The Hessian Penalty: A Weak Prior for Unsupervised Disentanglement

Aug 24, 2020
William Peebles, John Peebles, Jun-Yan Zhu, Alexei Efros, Antonio Torralba

* ECCV 2020 (Spotlight). Code available at https://github.com/wpeebles/hessian_penalty . Project page and videos available at https://www.wpeebles.com/hessian-penalty 

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Detecting natural disasters, damage, and incidents in the wild

Aug 20, 2020
Ethan Weber, Nuria Marzo, Dim P. Papadopoulos, Aritro Biswas, Agata Lapedriza, Ferda Ofli, Muhammad Imran, Antonio Torralba

* ECCV 2020 

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Rewriting a Deep Generative Model

Jul 30, 2020
David Bau, Steven Liu, Tongzhou Wang, Jun-Yan Zhu, Antonio Torralba

* ECCV 2020 (oral). Code at https://github.com/davidbau/rewriting. For videos and demos see https://rewriting.csail.mit.edu/ 

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Noisy Agents: Self-supervised Exploration by Predicting Auditory Events

Jul 27, 2020
Chuang Gan, Xiaoyu Chen, Phillip Isola, Antonio Torralba, Joshua B. Tenenbaum

* Project page: http://noisy-agent.csail.mit.edu 

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Foley Music: Learning to Generate Music from Videos

Jul 21, 2020
Chuang Gan, Deng Huang, Peihao Chen, Joshua B. Tenenbaum, Antonio Torralba

* ECCV 2020. Project page: http://foley-music.csail.mit.edu 

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Estimating Generalization under Distribution Shifts via Domain-Invariant Representations

Jul 06, 2020
Ching-Yao Chuang, Antonio Torralba, Stefanie Jegelka

* International Conference on Machine Learning, 2020 
* arXiv admin note: text overlap with arXiv:1910.05804 

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Debiased Contrastive Learning

Jul 05, 2020
Ching-Yao Chuang, Joshua Robinson, Lin Yen-Chen, Antonio Torralba, Stefanie Jegelka


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Causal Discovery in Physical Systems from Videos

Jul 02, 2020
Yunzhu Li, Antonio Torralba, Animashree Anandkumar, Dieter Fox, Animesh Garg

* Project page: https://yunzhuli.github.io/V-CDN/ 

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Diverse Image Generation via Self-Conditioned GANs

Jun 18, 2020
Steven Liu, Tongzhou Wang, David Bau, Jun-Yan Zhu, Antonio Torralba

* CVPR 2020. Code: https://github.com/stevliu/self-conditioned-gan. Webpage: http://selfcondgan.csail.mit.edu/ 

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AVLnet: Learning Audio-Visual Language Representations from Instructional Videos

Jun 16, 2020
Andrew Rouditchenko, Angie Boggust, David Harwath, Dhiraj Joshi, Samuel Thomas, Kartik Audhkhasi, Rogerio Feris, Brian Kingsbury, Michael Picheny, Antonio Torralba, James Glass


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Learning to Simulate Dynamic Environments with GameGAN

May 25, 2020
Seung Wook Kim, Yuhao Zhou, Jonah Philion, Antonio Torralba, Sanja Fidler

* CVPR 2020 

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Semantic Photo Manipulation with a Generative Image Prior

May 15, 2020
David Bau, Hendrik Strobelt, William Peebles, Jonas, Bolei Zhou, Jun-Yan Zhu, Antonio Torralba

* Bau, David, et al. "Semantic photo manipulation with a generative image prior." ACM Transactions on Graphics (TOG) 38.4 (2019) 
* SIGGRAPH 2019 

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Visual Grounding of Learned Physical Models

Apr 28, 2020
Yunzhu Li, Toru Lin, Kexin Yi, Daniel Bear, Daniel L. K. Yamins, Jiajun Wu, Joshua B. Tenenbaum, Antonio Torralba

* The second and the third authors contributed equally to this paper, and are listed in alphabetical order. Project Page: http://visual-physics-grounding.csail.mit.edu/ 

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Music Gesture for Visual Sound Separation

Apr 20, 2020
Chuang Gan, Deng Huang, Hang Zhao, Joshua B. Tenenbaum, Antonio Torralba

* CVPR 2020. Project page: http://music-gesture.csail.mit.edu 

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Self-supervised Moving Vehicle Tracking with Stereo Sound

Oct 25, 2019
Chuang Gan, Hang Zhao, Peihao Chen, David Cox, Antonio Torralba

* To appear at ICCV 2019. Project page: http://sound-track.csail.mit.edu 

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Seeing What a GAN Cannot Generate

Oct 24, 2019
David Bau, Jun-Yan Zhu, Jonas Wulff, William Peebles, Hendrik Strobelt, Bolei Zhou, Antonio Torralba

* ICCV 2019 oral; http://ganseeing.csail.mit.edu/ 

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Gaze360: Physically Unconstrained Gaze Estimation in the Wild

Oct 22, 2019
Petr Kellnhofer, Adria Recasens, Simon Stent, Wojciech Matusik, Antonio Torralba

* International Conference in Computer Vision, 2019 

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Learning Compositional Koopman Operators for Model-Based Control

Oct 18, 2019
Yunzhu Li, Hao He, Jiajun Wu, Dina Katabi, Antonio Torralba

* The first two authors contributed equally to this paper. Project Page: http://koopman.csail.mit.edu/ Video: https://www.youtube.com/watch?v=idFH4K16cfQ&feature=youtu.be 

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The Role of Embedding Complexity in Domain-invariant Representations

Oct 13, 2019
Ching-Yao Chuang, Antonio Torralba, Stefanie Jegelka


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Neural Turtle Graphics for Modeling City Road Layouts

Oct 04, 2019
Hang Chu, Daiqing Li, David Acuna, Amlan Kar, Maria Shugrina, Xinkai Wei, Ming-Yu Liu, Antonio Torralba, Sanja Fidler

* ICCV-2019 Oral 

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CLEVRER: CoLlision Events for Video REpresentation and Reasoning

Oct 03, 2019
Kexin Yi, Chuang Gan, Yunzhu Li, Pushmeet Kohli, Jiajun Wu, Antonio Torralba, Joshua B. Tenenbaum

* The first two authors contributed equally to this work. Project page: http://clevrer.csail.mit.edu/ 

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Connecting Touch and Vision via Cross-Modal Prediction

Jun 14, 2019
Yunzhu Li, Jun-Yan Zhu, Russ Tedrake, Antonio Torralba

* Accepted to CVPR 2019. Project Page: http://visgel.csail.mit.edu/ 

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How to make a pizza: Learning a compositional layer-based GAN model

Jun 06, 2019
Dim P. Papadopoulos, Youssef Tamaazousti, Ferda Ofli, Ingmar Weber, Antonio Torralba

* CVPR 2019 

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