Publications

Computer Vision

• Jiajun Wu, Joshua B. Tenenbaum, Pushmeet Kohli:
  Neural Scene De-rendering (web) (bibtex)
  IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
  #deep learning, #self-supervised learning, #inverse graphics, #computer vision, #scene understanding
  @article{JiajunWu:2017:2afa9,
  author = {Jiajun Wu and Joshua B. Tenenbaum and Pushmeet Kohli},
  journal = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
  title = {Neural Scene De-rendering},
  year = {2017},
  keywords = {deep learning, self-supervised learning, inverse graphics, computer vision, scene understanding},
  doi = {},
  url = {http://nsd.csail.mit.edu/}
  }
  
• Michael Janner, Jiajun Wu, Tejas D. Kulkarni, Ilker Yildirim, Joshua B. Tenenbaum:
  Self-Supervised Intrinsic Image Decomposition (web) (bibtex)
  Advances in Neural Information Processing Systems (NIPS)
  #computer vision, #deep learning, #self-supervised learning
  @article{MichaelJanner:2017:e02af,
  author = {Michael Janner and Jiajun Wu and Tejas D. Kulkarni and Ilker Yildirim and Joshua B. Tenenbaum},
  journal = {Advances in Neural Information Processing Systems (NIPS)},
  title = {Self-Supervised Intrinsic Image Decomposition},
  year = {2017},
  keywords = {computer vision, deep learning, self-supervised learning},
  doi = {},
  url = {http://rin.csail.mit.edu/}
  }
  
• Tianfan Xue, Jiajun Wu, Zhoutong Zhang, Chengkai Zhang, Joshua B. Tenenbaum, William T. Freeman:
  Seeing Tree Structure from Vibration (web) (bibtex)
  European Conference on Computer Vision (ECCV)
  #computer vision, #hierarchical bayes, #scene understanding
  @article{TianfanXue:2018:4ccba,
  author = {Tianfan Xue and Jiajun Wu and Zhoutong Zhang and Chengkai Zhang and Joshua B. Tenenbaum and William T. Freeman},
  journal = {European Conference on Computer Vision (ECCV)},
  title = {Seeing Tree Structure from Vibration},
  year = {2018},
  keywords = {computer vision, hierarchical bayes, scene understanding},
  doi = {},
  url = {http://tree.csail.mit.edu/}
  }
  
• Zhenjia Xu, Zhijian Liu, Chen Sun, Kevin Murphy, William T. Freeman, Joshua B. Tenenbaum, Jiajun Wu:
  Modeling Parts, Structure, and System Dynamics via Predictive Learning (web) (bibtex)
  International Conference on Learning Representations (ICLR), 2019
  #dynamics prediction, #computer vision
  @article{ZhenjiaXu:2019:8b552,
  author = {Zhenjia Xu and Zhijian Liu and Chen Sun and Kevin Murphy and William T. Freeman and Joshua B. Tenenbaum and Jiajun Wu},
  journal = {International Conference on Learning Representations (ICLR), 2019},
  title = {Modeling Parts, Structure, and System Dynamics via Predictive Learning},
  year = {2019},
  keywords = {dynamics prediction, computer vision},
  doi = {},
  url = {https://openreview.net/pdf?id=rJe10iC5K7}
  }
  
• Jiayuan Mao, Chuang Gan, Pushmeet Kohli, Joshua B. Tenenbaum, Jiajun Wu:
  The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, Sentences From Natural Supervision (web) (bibtex)
  International Conference on Learning Representations (ICLR), 2019
  #computer vision, #visual reasoning, #neuro-symbolic algorithms
  @article{JiayuanMao:2019:7e52b,
  author = {Jiayuan Mao and Chuang Gan and Pushmeet Kohli and Joshua B. Tenenbaum and Jiajun Wu},
  journal = {International Conference on Learning Representations (ICLR), 2019},
  title = {The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, Sentences From Natural Supervision},
  year = {2019},
  keywords = {computer vision, visual reasoning, neuro-symbolic algorithms},
  doi = {},
  url = {https://openreview.net/pdf?id=rJgMlhRctm}
  }
  
• Yunchao Liu, Zheng Wu, Daniel Ritchie, William T. Freeman, Joshua B. Tenenbaum, Jiajun Wu:
  Learning to Describe Scenes with Programs (web) (bibtex)
  International Conference on Learning Representations (ICLR), 2019
  #neuro-symbolic algorithms, #computer vision, #scene understanding
  @article{YunchaoLiu:2019:a4fe6,
  author = {Yunchao Liu and Zheng Wu and Daniel Ritchie and William T. Freeman and Joshua B. Tenenbaum and Jiajun Wu},
  journal = {International Conference on Learning Representations (ICLR), 2019},
  title = {Learning to Describe Scenes with Programs},
  year = {2019},
  keywords = {neuro-symbolic algorithms, computer vision, scene understanding},
  doi = {},
  url = {https://openreview.net/pdf?id=SyNPk2R9K7}
  }
  
• Yonglong Tian, Andrew Luo, Xingyuan Sun, Kevin Ellis, William T. Freeman, Joshua B. Tenenbaum, Jiajun Wu:
  Learning to Infer and Execute 3D Shape Programs (web) (bibtex)
  International Conference on Learning Representations (ICLR), 2019
  #neuro-symbolic algorithms, #shape modeling, #computer vision
  @article{YonglongTian:2019:3fd4b,
  author = {Yonglong Tian and Andrew Luo and Xingyuan Sun and Kevin Ellis and William T. Freeman and Joshua B. Tenenbaum and Jiajun Wu},
  journal = {International Conference on Learning Representations (ICLR), 2019},
  title = {Learning to Infer and Execute 3D Shape Programs},
  year = {2019},
  keywords = {neuro-symbolic algorithms, shape modeling, computer vision},
  doi = {},
  url = {https://openreview.net/pdf?id=rylNH20qFQ}
  }
  
• Michael Janner, Sergey Levine, William T. Freeman, Joshua B. Tenenbaum, Chelsea Finn, Jiajun Wu:
  Reasoning About Physical Interactions with Object-Oriented Prediction and Planning (web) (bibtex)
  International Conference on Learning Representations (ICLR), 2019
  #computer vision, #dynamics prediction, #planning
  @article{MichaelJanner:2019:86526,
  author = {Michael Janner and Sergey Levine and William T. Freeman and Joshua B. Tenenbaum and Chelsea Finn and Jiajun Wu},
  journal = {International Conference on Learning Representations (ICLR), 2019},
  title = {Reasoning About Physical Interactions with Object-Oriented Prediction and Planning},
  year = {2019},
  keywords = {computer vision, dynamics prediction, planning},
  doi = {},
  url = {https://people.eecs.berkeley.edu/~janner/o2p2/}
  }
  

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