Yadong Mu

National Junior 1000-Talent Plan
Head of Machine Intelligence Lab
Institute of Computer Science and Technology
No. 128, Zhong-Guan-Cun North Street
Peking University, Beijing 100080, China
E-mail: myd AT pku.edu.cn OR muyadong AT gmail DOT com
 
 

2017
  • Yadong Mu, Zhu Liu
    Deep Hashing: A Joint Approach for Image Signature Learning, [pdf] [bibtex]
    Thirty-First AAAI Conference on Artificial Intelligence (AAAI), 2017
  • Xianglong Liu, Cheng Deng, Yadong Mu, Zhujin Li
    Boosting Complementary Hash Tables for Fast Nearest Neighbor Search,[pdf] [bibtex]
    Thirty-First AAAI Conference on Artificial Intelligence (AAAI), 2017
  • Fumin Shen, Yadong Mu, Yang Yang, Wei Liu, Li Liu, Jingkuan Song, Heng Tao Shen
    Classification by Retrieval: Binarizing Data and Classifiers,[pdf] [bibtex]
    SIGIR, 2017 (full-length paper, best paper honourable mention)
  • Ke Xia, Yuqing Ma, Xianglong Liu, Yadong Mu, Li Liu
    Temporal Binary Coding for Large-Scale Video Search,[pdf] [bibtex]
    ACM Multimedia 2017 (full-length paper)
  • Wenhan Luo, Peng Sun, Yadong Mu, Wei Liu
    End-to-end Active Object Tracking via Reinforcement Learning,[pdf] [bibtex]
    CoRR abs/1705.10561, 2017
  • Lu Chi, Yadong Mu
    Learning End-to-End Autonomous Steering Model from Spatial and Temporal Visual Cues,[pdf] [bibtex]
    ACM Multimedia Workshops 2017.
2016
  • Yadong Mu, Wei Liu, Cheng Deng, Zongting Lv, Xinbo Gao,
    Coordinate Discrete Optimization for Efficient Cross-View Image Retrieval, [pdf] [bibtex]
    International Joint Conference on Artificial Intelligence (IJCAI), 2016
  • Xiaobai Liu, Yadong Mu, Liang Lin,
    A Stochastic Grammar for Fine-grained 3D Scene Reconstruction, [pdf] [bibtex]
    International Joint Conference on Artificial Intelligence (IJCAI), 2016
  • Yadong Mu,
    Fixed-Rank Supervised Metric Learning on Riemannian Manifold, [pdf] [bibtex]
    Thirtieth AAAI Conference on Artificial Intelligence (AAAI), 2016
  • Yadong Mu, Wei Liu, Xiaobai Liu, Wei Fan
    Stochastic Gradient Made Stable: A Manifold Propagation Approach for Large-Scale Optimization, [pdf] [bibtex]
    to appear in IEEE Transactions on Knowledge and Data Engineering (TKDE), 2016
  • Fumin Shen, Yadong Mu, Wei Liu, Yang Yang, Heng Tao Shen,
    Learning Binary Codes and Binary Weights for Efficient Classification, [pdf] [bibtex]
    CoRR abs/1603.04116, 2016
2015
  • Ge Luo, Ke Yi, Siu-Wing Cheng, Zhenguo Li, Wei Fan, Cheng He, Yadong Mu,
    Piecewise Linear Approximation of Streaming Time Series Data with Max-error Guarantees, [pdf] [bibtex]
    IEEE International Conference on Data Engineering (ICDE)
  • Cheng Deng, Xianglong Liu, Yadong Mu, Jie Li,
    Large-scale multi-task image labeling with adaptive relevance discovery and feature hashing, [pdf] [bibtex]
    Signal Processing 112: 137-145, 2015
  • Xianglong Liu, Yadong Mu, Danchen Zhang, Bo Lang, Xuelong Li,
    Large-Scale Unsupervised Hashing with Shared Structure Learning, [pdf] [bibtex]
    IEEE Trans. Cybernetics 45(9): 1811-1822, 2015
2014
  • Yadong Mu, Yi Yang, Liangliang Cao, Shuicheng Yan, Qi Tian,
    Guest Editorial: Special issue on large scale multimedia semantic indexing, [pdf] [bibtex]
    Computer Vision and Image Understanding 124: 1-2, 2014
  • Yadong Mu, Wei Liu, Shuicheng Yan,
    Video De-Fencing, [pdf] [bibtex]
    IEEE Trans. Circuits Syst. Video Techn. 24(7): 1111-1121, 2014
  • Xianglong Liu, Yadong Mu, Bo Lang, Shih-Fu Chang,
    Mixed image-keyword query adaptive hashing over multilabel images, [pdf] [bibtex]
    ACM Transactions on Multimedia Computing, Communications, and Applications, 10(2): 22, 2014
  • Yadong Mu, Gang Hua, Wei Fan, Shih-Fu Chang,
    Hash-SVM: Scalable Kernel Machines for Large-Scale Visual Classification, [pdf] [bibtex]
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 979-986, 2014
  • Junbo Zhang, Guangjian Tian, Yadong Mu, Wei Fan,
    Supervised deep learning with auxiliary networks, [pdf] [bibtex]
    ACM International Conference on Knowledge Discovery and Data Mining (KDD), 2014
2013
  • Yadong Mu,
    Computational facial attractiveness prediction by aesthetics-aware features, [pdf] [bibtex]
    Neurocomputing 99: 59-64, 2013
  • Xiangyu Chen, Yadong Mu, Hairong Liu, Shuicheng Yan, Yong Rui, Tat-Seng Chua,
    Large-scale multilabel propagation based on efficient sparse graph construction, [pdf] [bibtex]
    ACM Transactions on Multimedia Computing, Communications, and Applications, 10(1): 6, 2013
  • Ameet Talwalkar, Lester W. Mackey, Yadong Mu, Shih-Fu Chang, Michael I. Jordan,
    Distributed Low-Rank Subspace Segmentation, [pdf] [bibtex]
    IEEE International Conference on Computer Vision (ICCV), 2013
2012
  • Yadong Mu, Xiangyu Chen, Xianglong Liu, Tat-Seng Chua, Shuicheng Yan,
    Multimedia semantics-aware query-adaptive hashing with bits reconfigurability, [pdf] [bibtex]
    International Journal of Multimedia Information Retrieval (IJMIR) 1(1): 59-70, 2012
  • Yadong Mu, John Wright, Shih-Fu Chang,
    Accelerated Large Scale Optimization by Concomitant Hashing, [pdf] [bibtex]
    European Conference on Computer Vision (ECCV), 2012
  • Liangliang Cao, Yadong Mu, Apostol Natsev, Shih-Fu Chang, Gang Hua, John R. Smith,
    Scene Aligned Pooling for Complex Video Recognition, [pdf] [bibtex]
    European Conference on Computer Vision (ECCV), 2012
  • Liangliang Cao, Shih-Fu Chang, Noel Codella, Courtenay Cotton, Dan Ellis, Leiguang Gong, Matthew Hill, Gang Hua, John Kender, Michele Merler, Yadong Mu, John R. Smith, and Felix X. Yu,
    IBM Research and Columbia University TRECVID-2012 Multimedia Event Detection (MED), Multimedia Event Recounting (MER), and Semantic Indexing (SIN) Systems, [pdf] [bibtex]
    NIST TRECVID Workshop, 2012 (authors in alphabetic order).
  • Wei Liu, Jun Wang, Yadong Mu, Sanjiv Kumar, Shih-Fu Chang,
    Compact Hyperplane Hashing with Bilinear Functions, [pdf] [bibtex]
    International Conference on Machine Learning (ICML), 2012
  • Xianglong Liu, Yadong Mu, Bo Lang, Shih-Fu Chang,
    Compact hashing for mixed image-keyword query over multi-label images, [pdf][slides] [bibtex]
    International Conference on Multimedia Retrieval (ICMR), 2012
  • Liangliang Cao, Zhenguo Li, Yadong Mu, Shih-Fu Chang,
    Submodular video hashing: a unified framework towards video pooling and indexing, [pdf] [bibtex]
    ACM Multimedia 2012 (full-length paper)
2011
  • Yadong Mu, Bingfeng Zhou,
    Non-uniform multiple kernel learning with cluster-based gating functions, [pdf] [bibtex]
    Neurocomputing 74(7): 1095-1101, 2011
  • Liangliang Cao, Shih-Fu Chang, Noel Codella, Courtenay Cotton, Dan Ellis, Leiguang Gong, Matthew Hill, Gang Hua, John Kender, Michele Merler, Yadong Mu, Apostol Natsev and John R. Smith,
    IBM Research and Columbia University TRECVID-2011 Multimedia Event Detection (MED) System, [pdf] [bibtex]
    NIST TRECVID Workshop, 2011 (authors in alphabetic order).
  • Bing-Kun Bao, Bingbing Ni, Yadong Mu, Shuicheng Yan,
    Efficient region-aware large graph construction towards scalable multi-label propagation, [pdf] [bibtex]
    Pattern Recognition 44(3): 598-606, 2011
  • Yadong Mu, Jian Dong, Xiaotong Yuan, Shuicheng Yan,
    Accelerated low-rank visual recovery by random projection, [pdf] [bibtex]
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2011
  • Dong Liu, Shuicheng Yan, Yadong Mu, Xian-Sheng Hua, Shih-Fu Chang, Hong-Jiang Zhang,
    Towards Optimal Discriminating Order for Multiclass Classification, [pdf] [bibtex]
    IEEE International Conference on Data Mining (ICDM), 2011
  • Yadong Mu, Xiangyu Chen, Tat-Seng Chua, Shuicheng Yan,
    Learning reconfigurable hashing for diverse semantics, [pdf] [bibtex]
    International Conference on Multimedia Retrieval (ICMR), 2011
2010
  • Kui Hu, Zhi Tang, Liangcai Gao, Yadong Mu,
    MC-JBIG2: an improved algorithm for Chinese textual image compression, [pdf] [bibtex]
    International Journal on Document Analysis and Recognition (IJDAR) 13(4): 271-28, 2010
  • Yadong Mu, Bingfeng Zhou, Shuicheng Yan,
    Information-Theoretic Analysis of Input Strokes in Visual Object Cutout, [pdf] [bibtex]
    IEEE Trans. Multimedia 12(8): 843-852, 2011
  • Yadong Mu, Shuicheng Yan,
    Non-Metric Locality-Sensitive Hashing, [pdf] [bibtex]
    AAAI 2010
  • Yadong Mu, Jialie Shen, Shuicheng Yan,
    Weakly-supervised hashing in kernel space, [pdf] [bibtex]
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010
  • Yadong Mu, Ju Sun, Tony X. Han, Loong Fah Cheong, Shuicheng Yan,
    Randomized Locality Sensitive Vocabularies for Bag-of-Features Model, [pdf] [bibtex]
    European Conference on Computer Vision (ECCV), 2010
  • Ju Sun, Yadong Mu, Shuicheng Yan, Loong Fah Cheong,
    Activity recognition using dense long-duration trajectories, [pdf] [bibtex]
    IEEE International Conference on Multimedia and Expo, (ICME), 2010
  • Xiangyu Chen, Yadong Mu, Shuicheng Yan, Tat-Seng Chua,
    Efficient large-scale image annotation by probabilistic collaborative multi-label propagation, [pdf] [bibtex]
    ACM Multimedia, 2010 (full-length paper)
Before 2010
  • Yadong Mu, Bingfeng Zhou,
    Connectivity similarity based transductive learning for interactive image segmentation, [pdf] [bibtex]
    IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2009
  • Yadong Mu, Bingfeng Zhou,
    Prior-guided automatic object cutout in personal album, [bibtex]
    IEEE International Conference on Multimedia and Expo (ICME), 2009
  • Yadong Mu, Shuicheng Yan, Thomas S. Huang, Bingfeng Zhou,
    Contextual motion field-based distance for video analysis, [pdf] [bibtex]
    The Visual Computer 24(7-9): 595-603, 2008
  • Yadong Mu, Shuicheng Yan, Yi Liu, Thomas S. Huang, Bingfeng Zhou,
    Discriminative local binary patterns for human detection in personal album, [pdf] [bibtex]
    IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2008
  • Yadong Mu, Bingfeng Zhou,
    Co-segmentation of Image Pairs with Quadratic Global Constraint in MRFs, [pdf] [bibtex]
    Asian Conference on Computer Vision (ACCV), 2007