Jingdong Wang

I am a Lead Researcher at the Visual Computing Group, Microsoft Research Asia. I received the M.Eng. and B.Eng. degrees in Automation from the Department of Automation, Tsinghua University, Beijing, China, in 2001 and 2004, respectively, and the PhD degree in Computer Science from the Department of Computer Science and Engineering, the Hong Kong University of Science and Technology, Hong Kong, in 2007. My areas of interest include machine learning, pattern recognition, multimedia computing, and computer vision. In particular, I have worked on kernel methods, semi-supervised learning, data clustering, image segmentation, and image and video presentation, management and search. At present, I am mainly working on the Big Media project, including large-scale indexing and clustering, and Web image search and mining. [CV-PDF, CV-HTM]

 

 

 

What's new

 
1.

Hashing for Similarity Search: A Survey. [download]

2.

A tutorial on salient object detection at CCFADL47. [download]

3.

One paper is accepted by ACMMM14.

4.

One paper is accepted by ECCV14.

5.

One paper is accepted by ICML14.

8.

One paper is accepted by CVPR14.

   

The Big Media projects

 
Large scale organization

Large scale indexing: Graph search       Trinary projection tree       Complementary trees       Complementary hashing      

Large image graph: Large scale neighborhood graph construction  

Large scale clustering: Fast k-means

Image search

Search by color sketch    Search by concept sketch    Contextual image search    Image search reranking    Dominant color filter    Scalable similar image search (Datasets used in the TPAMI paper)

Salient object detection

Salient object position regression (with a new Web image dataset)    Contextual saliency computation  (code)  (readme)   

 

Recent publications (full) (Google Scholar)

[25] Optimized Distances for Binary Code Ranking. Jianfeng Wang, Heng Tao Shen, Shuichen Yan, Nenghai Yu, Shipeng Li and Jingdong Wang. ACM International Conference on Multimedia (ACMMM14). [pdf]
[24] Composite Quantization for Approximate Nearest Neighbor Search. Ting Zhang, Chao Du and Jingdong Wang. International Conference of Machine Learning (ICML14). [pdf]
[23] Orientational Pyramid Matching for Recognizing Indoor Scenes. Lingxi Xie, Jingdong Wang, Baining Guo, Bo Zhang and Qi Tian. IEEE Conference on Computer Vision and Pattern Recognition (CVPR14). [pdf]
[22] Regularized Tree Partitioning and Its Application to Unsupervised Image Segmentation. Jingdong Wang, Huaizu Jiang, Yangqing Jia, Xian-Sheng Hua, Changshui Zhang and Long Quan. IEEE Transactions on Image Processing (TIP). [pdf]
[21] Fast Neighborhood Graph Search Using Cartesian Concatenation. Jing Wang, Jingdong Wang, Gang Zeng, Rui Gan, Shipeng Li and Baining Guo. The Fourteenth IEEE International Conference on Computer Vision (ICCV13). [pdf]
[20] Learning CRFs for Image Parsing with Adaptive Subgradient Descent. Honghui Zhang, Jingdong Wang, Ping Tan, Jinglu Wang and Long Quan. The Fourteenth IEEE International Conference on Computer Vision (ICCV13). [pdf]
[19] Online Robust Non-negative Dictionary Learning for Visual Tracking. Naiyan Wang, Jingdong Wang and Dit-Yan Yeung. The Fourteenth IEEE International Conference on Computer Vision (ICCV13). [pdf]
[18] Order Preserving Hashing for Approximate Nearest Neighbor Search. Jianfeng Wang, Jingdong Wang, Nenghai Yu and Shipeng Li. ACM Multimedia 2013. [pdf]
[17] Clickage: Towards Bridging Semantic and Intent Gaps via Mining Click Logs of Search Engines. Xian-Sheng Hua, Linjun Yang, Jingdong Wang, Jing Wang, Ming Ye, Kuansan Wang, Yong Rui, and Jin Li. ACM Multimedia 2013. [pdf]
[16] Trinary-Projection Trees for Approximate Nearest Neighbor Search. Jingdong Wang, Naiyan Wang, You Jia, Jian Li, Gang Zeng, Hongbin Zha and Xian-Sheng Hua. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). [pdf]
[15] Salient Object Detection: A Discriminative Regional Feature Integration Approach. Huaizu Jiang, Jingdong Wang, Zejian Yuan, Yang Wu, Nanning Zheng and Shipeng Li. IEEE Conference on Computer Vision and Pattern Recognition (CVPR13). [pdf]
[14] Supervised Kernel Descriptors for Visual Recognition. Peng Wang, Jingdong Wang, Gang Zeng, Weiwei Xu, Hongbin Zha and Shipeng Li. IEEE Conference on Computer Vision and Pattern Recognition (CVPR13). [pdf]
[13] Fixed-Point Model For Structured Labeling. Quannan Li, Jingdong Wang, David Wipf, and Zhuowen Tu. International Conference of Machine Learning (ICML13). [pdf]
[12] Structure-sensitive Superpixels via Geodesic Distance. Peng Wang, Gang Zeng, Rui Gan, Jingdong Wang, and Hongbin Zha. International Journal of Computer Vision (IJCV). [pdf]
[11] An Interactive Approach to Semantic Modeling of Indoor Scenes with an RGBD Camera. Tianjia Shao, Weiwei Xu, Kun Zhou, Jingdong Wang, Dongping Li, and Baining Guo. ACM Transactions on Graphics (TOG), Siggraph Asia 2012. [pdf]
[10] A Probabilistic Approach to Robust Matrix Factorization. Naiyan Wang, Tiansheng Yao, Jingdong Wang, and Dit-Yan Yeung. The 12th European Conference on Computer Vision (ECCV12). [pdf]
[9] Query-driven iterated neighborhood graph search for large scale indexing. Jingdong Wang, and Shipeng Li. ACM Multimedia 2012. [pdf]
[8] Recommending Flickr groups with social topic model. Jingdong Wang, Zhe Zhao, Jiazhen Zhou, HaoWang, Bin Cui, and Guojun Qi. The Journal of Information Retrieval, 2012. [pdf]
[7] Scalable k-NN graph construction for visual descriptors. Jing Wang, Jingdong Wang, Gang Zeng, Zhuowen Tu, Rui Gan, and Shipeng Li. IEEE Conference on Computer Vision and Pattern Recognition (CVPR12). [pdf]
[6] Fast approximate k-means via cluster closures. Jing Wang, Jingdong Wang, Qifa Ke, Gang Zeng, and Shipeng Li. IEEE Conference on Computer Vision and Pattern Recognition (CVPR12). [pdf]
[5] Image search results refinement via outlier detection using deep contexts. Junyang Lu, Jiazhen Zhou, Jingdong Wang, Tao Mei, Xian-Sheng Hua, and Shipeng Li. IEEE Conference on Computer Vision and Pattern Recognition (CVPR12). [pdf]
[4] Salient Object Detection for Searched Web Images via Global Saliency. Peng Wang, Jingdong Wang, Gang Zeng, Jie Feng, Hongbin Zha, and Shipeng Li. IEEE Conference on Computer Vision and Pattern Recognition (CVPR12). [pdf]
[3] Complementary Hashing for Approximate Nearest Neighbor Search. Hao Xu, Jingdong Wang, Zhu Li, Gang Zeng, Shipeng Li, and Nenghai Yu. The Thirteenth IEEE International Conference on Computer Vision (ICCV11). [pdf]
[2] Multi-task Low-Rank Affinities Pursuit for Image Segmentation. Bin Cheng, Guangcan Liu, Jingdong Wang, Zhongyang Huang, and Shuicheng Yan. The Thirteenth IEEE International Conference on Computer Vision (ICCV11). [pdf]
[1] Structure-sensitive Superpixels via Geodesic Distance. Gang Zeng, Peng Wang, Jingdong Wang, Rui Gan, and Hongbin Zha. The Thirteenth IEEE International Conference on Computer Vision (ICCV11). [pdf]

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