黄文炳

"Make Something Different"

I am now a senior researcher at Tencent AI Lab. I got my Ph.D. degree of computer science from Tsinghua University, in July 2017. Before that, I studied Mathematics in Beihang University. My research mainly lies in the areas of machine learning and computer vision. In particular, I am interested in learning on structured data, including:

  • Video Understanding: representation learning, video captioning, image2video translation, action classification, temporal action detection, video questioning, imitation learning from videos;
  • Neural Graph Learning: graph representation learning, graph convolutional networks;
  • Time Series Modeling: linear dynamical systems, robotic tactile sensing.

Contact me by [hwenbing at 126 dot com].


News

[2019-01-22] 1 paper accepted by WWW-2019!

[2018-11-21]  We release the code for our nips paper "adaptive sampling towards fast graph representation learning".

[2018-11-01] 3 papers accepted by AAAI-2019!

[2018-09-05] 2 papers accepted by NeurIPS-2018 out of 3 submissions!



Publications
  • 2019
        Jia Li, Yu Rong, Hong Cheng, Helen Meng, Wenbing Huang, Junzhou Huang,
        Semi-Supervised Graph Classification: A Hierarchical Graph Perspective,   
        International World Wide Web Conference (WWW),  San Francisco, USA, 2019.

        Lijie Fan, Wenbing Huang, Chuang Gan, Junzhou Huang, Boqing Gong
        Controllable Image-to-Video Translation: A Case Study on Facial Expression Generation
        The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI),  Honolulu, Hawaii, USA, 2019. (Oral)
        paper

        Xiangpeng LiJingkuan SongLianli GaoXianglong Liu, Wenbing Huang, Chuang Gan, Xiangnan He
        Beyond RNNs: Positional Self-Attention with Co-Attention for Video Question Answering
        The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI),  Honolulu, Hawaii, USA, 2019. (Oral)

        Mingxuan Jing*, Xiaojian Ma*Wenbing Huang Fuchun Sun, Huaping Liu
        Task Transfer by Preference-Based Cost Learning
        The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI),  Honolulu, Hawaii, USA, 2019. (* Equal)
            paper

  • 2018
        Xuguang Duan*, Wenbing Huang*, Chuang Gan, Jingdong Wang, Wenwu Zhu, Junzhou Huang. 
        Weakly Supervised Dense Event Captioning in Videos
        Annual Conference on Neural Information Processing Systems (NeurIPS), Montreal, Canada, 2018. (* Equal)
           code

        Wenbing Huang, Tong Zhang, Yu Rong, Junzhou Huang. 
        Adaptive Sampling Towards Fast Graph Representation Learning
        Annual Conference on Neural Information Processing Systems (NeurIPS), Montreal, Canada, 2018.
           paper  code  poster

        Wenbing Huang*, Lijie Fan*, Mehrtash Harandi, Lin Ma, Huaping Liu, Wei Liu, Chuang Gan
        Towards Efficient Action Recognition: Principal Backpropagation for Training Two-Stream Networks.
        IEEE Transactions on Image Processing (TIP), 2018.  (* Equal
           paper

        Lijie Fan*, Wenbing Huang*, Chuang Gan, Stefano Ermon, Boqing Gong, Junzhou Huang
        End-to-End Learning of Motion Representation for Video Understanding,  
        IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, USA, 2018. (* Equal; Spotlight oral)  
        paper code

        Tao Kong, Fuchun SunWenbing Huang, Huaping Liu. 
        Deep Feature Pyramid Reconfiguration for Object Detection
        European Conference on Computer Vision (ECCV), Munich, Germany, 2018.  
           paper

        Chunfang Liu, Wenbing Huang, Fuchun Sun, Minnan Luo, Chuanqi Tan. 
        LDS-FCM: A Linear Dynamical System-based Fuzzy C-Means Method for Tactile Recognition
        IEEE Transactions on Fuzzy Systems (TFS), 2018.
           paper
  • 2017
        Wenbing Huang, Mehrtash Harandi, Tong Zhang, Lijie Fan, Fuchun Sun, Junzhou Huang. 
        Efficient Optimization for Linear Dynamical Systems with Applications to Clustering and Sparse Coding
        Annual Conference on Neural Information Processing Systems (NeurIPS), Long Beach, USA, 2017.
        paper  appendix code
  • 2016
        Wenbing Huang, Fuchun Sun, Lele Cao, Mehrtash Harandi. 
        Analysing Linear Dynamical Systems: from Modeling to Coding and Learning, 2016. 
        paper code

        Wenbing Huang, Fuchun Sun, Lele Cao, Deli zhao, Huaping Liu, Mehrtash Harandi. 
        Sparse Coding and Dictionary Learning with Linear Dynamical Systems
        IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, Nevada, USA, 2016. (Oral
        paper code

        Wenbing Huang, Lele Cao, Fuchun Sun, Deli zhao, Huaping Liu, Shanshan Yu. 
        Learning Stable Linear Dynamical Systems with the Weighted Least Square Method
        International Joint Conference on Artificial Intelligence (IJCAI), New York, USA, 2016. 
        paper code

        LeleCao, Kotagiri Ramamohanarao, FuchunSun, Hongbo Li, Wenbing Huang, Zay Maung Aye. 
        Efficient Spatio-Temporal Tactile Object Recognition with Randomized Tiling Convolutional Networks in a Hierarchical Fusion Strategy
        AAAI Conference on Artificial Intelligence (AAAI), Phoenix, Arizona, USA, 2016.

        Haolin Yang, Fuchun Sun, Wenbing Huang, Lele Cao, Bin Fang. 
        Tactile Sequence Based Object Categorization: A Bag of Features Modeled by Linear Dynamic System with Symmetric Transition Matrix
        International Joint Conference on Neural Networks (IJCNN), Vancouver, Canada, 2016.
  • Before 2015
        Fuchun Sun, Chunfang Liu, Wenbing Huang, Jianwei Zhang, 
        Object Recognition and Grasp Planning using Visual and Tactile Sensing
        IEEE Transactions on Systems, Man and Cybernetics: Systems, 2015.

        Wenbing Huang, Deli Zhao, Fuchun Sun, Huaping Liu, Edward Chang. 
        Scalable Gaussian Process Regression Using Deep Neural Networks.     
        International Joint Conference on Artificial Intelligence (IJCAI), Buenos Aires, Argentina, 2015. 
         paper code

        

Co-supervised students

Lijie Fan (phd, MIT)
Xuguang Duan (phd, THU)
Runhao Zeng (phd, SCUT)
Guangyao Shen (phd, THU)
Chao Yang (phdTHU)
Mingxuan Jing (phdTHU)
Xiaojian Ma (Undergraduate studentTHU)