Edited book/chapter

-     Jinjun Wang, Jian Cheng, and Shuqiang Jiang.

Computer Vision for Multimedia Applications: Methods and Solutions

IGI Global Press 2011.

-     Xiao Bai, Jian Cheng, and Edwin Hancock

Graph-Based Methods in Computer Vision: Developments and Applications

IGI Global Press 2013

-     Jian Cheng and Hanqing Lu

Local Structure Preserving Based Subspace Analysis Methods and Applications

Book chapter (ed. by Y.-W. Chen and L. C. Jain), Springer 2014

-     Cheng-Lin Liu, Bin Luo, Walter G. Kropatsch, Jian Cheng

Graph-Based Representations in Pattern Recognition

Proceedings of GbRPR 2015, Springer, 2015



Selected Articles:


-     Jian Cheng, Peisong Wang, Gang Li, Qinghao Hu, Hanqing Lu. Recent Advances in Efficient Computation of Deep Convolutional Neural Networks. Frontiers of Information Technology & Electronic Engineering (FITEE), Vol.19, No.1, pp.64-77, 2018. [arXiv]

-    Peisong Wang, Qinghao Hu, Zhiwei Fang, Chaoyang Zhao, Jian Cheng. DeepSearch: A Fast Image Search Framework for Mobile Devices. ACM Transactions on Multimedia Computing Communications and Applications (TOMM), Vol.14(1), 2018.

-    Yifan Zhang, Congqi Cao, Jian Cheng, Hanqing Lu. EgoGesture: A New Dataset and Benchmark for Egocentric Hand Gesture Recognition. IEEE Transactions on Multimedia (TMM), in press. [link]

-    Chunjie Zhang, Jian Cheng, Qi Tian. Multiview Label Sharing for Visual Representations and Classification. IEEE Transactions on Multimedia (TMM), Vol.20, No.4, pp.903-913, 2018.

-    Qinghao Hu, Peisong Wang, Jian Cheng. From Hashing to CNNs: Training Binary Weight Networks via Hashing. AAAI 2018.

-    Gang Li, Fanrong Li, Tianli Zhao, Jian Cheng. Block Convolution: Towards Memory-Efficient Inference of Large-Scale CNNs on FPGA. DATE 2018.


-     Jian Cheng, Jiaxiang Wu, Cong Leng, Yuhang Wang, Qinghao Hu. Quantized CNN: A Unified Approach to Accelerate and Compress Convolutional Networks. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), in press.

-    Chunjie Zhang, Jian Cheng, Qi Tian. Incremental Codebook Adaptation for Visual Representation and Categorization. IEEE Transactions on Cybernetics (ToC), in press.

-    Chunjie Zhang, Jian Cheng, Qi Tian. Structured Weak Semantic Space Construction For Visual Categorization. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), in press.

-     Chenghua Li, Chunjie Zhang, Kun Ding, Gang Li, Jian Cheng, Hanqing Lu. BundleNet: Learning with Noisy Label via Sample Correlations. IEEE Access, Vol.6, pp. 2367- 2377, 2017.

-    Qinghao Hu, Jiaxiang Wu, Lu Bai, Yifan Zhang, Jian Cheng. Fast K-Means for Large Scale Clustering. ACM CIKM 2017.

-    Qinghao Hu, Jiaxiang Wu, Jian Cheng, Lifang Wu, Hanqing Lu. Pesudo Label based Unsupervised Deep Discriminative Hashing for Image Retrieval. ACM MM 2017.

-    Congqi Cao, Yifan Zhang, Yi Wu, Hanqing Lu, Jian Cheng. Egocentric Gesture Recognition Using Recurrent 3D Convolutional Neural Networks with Spatiotemporal Transformer Modules. ICCV 2017. [link]

-    Peisong Wang, Jian Cheng. Fixed-point Factorized Networks. CVPR 2017.


-     Zhenfeng Zhu, Jian Cheng, Yao Zhao, Jieping Ye. LSSLP-Local Structure Sensitive Label Propagation. Information Sciences, Vol.332, pp.19-32, 2016.

-     Peisong Wang, Qiang Song, Hua Han, Jian Cheng. Sequentially Supervised Long Short-Term Memory for Gesture Recognition. Cognitive Computation 2016

-     Peisong Wang, Jian Cheng. Accelerating Convolutional Neural Networks for Mobile Applications. ACM MM 2016.

-     Zeyu Qiu, Deqiang Kong, Zhenfeng Zhu, Hanqing Lu, Jian Cheng. Heterogenous Graph Mining for Measuring the Impact of Research Institutions. KDD 2016 KDD Cup workshop. (Ranked the 1st place on phase 2)

-     Chenghua Li, Qi Kang, Guojing Ge, Qiang Song, Hanqing Lu, Jian Cheng. DeepBE: Learning Deep Binary Encoding for Multi-Label Classification. CVPR 2016 workshop. (Ranked the 2nd places on track 2 and track 3 of ChaLearn 2016)

-     Chenghua Li, Qiang Song, Yuhang Wang, Hang Song, Qi Kang, Jian Cheng, Hanqing Lu. Learning to Recognition from Bing Clickture Data. ICME 2016 workshop. (Successfully defended the 1st place on MSR Image Recognition Challenge)

-     Jiaxiang Wu, Cong Leng, Yuhang Wang, Qinghao Hu, Jian Cheng. Quantized Convolutional Neural Networks for Mobile Devices. CVPR 2016. [code]

-     Jiaxiang Wu, Qinghao Hu, Cong Leng, Jian Cheng. Shoot to Know What: An Application of Deep Networks on Mobile Devices. AAAI 2016 (Demo track).


-     Chunjie Zhang, Jian Cheng, Jing Liu, Junbiao Pang, Qingming Huang, Qi Tian. Beyond Explicit Codebook Generation: Visual Representation Using Implicitly Transferred Codebooks. IEEE Transactions on Image Processing (TIP), Vol. 24, No. 12, pp.5777-5788, 2015.

-     Qiang Song, Sixie Yu, Cong Leng, Jiaxiang Wu, Qinghao Hu, Jian Cheng. Learning Deep Features for MSR-Bing Information Retrieval Challenge. ACM Multimedia 2015. (Ranked the 1st place on Visual Recognition task and 3rd place on Image Retrieval task)

-     Qiang Song, Jian Cheng, Ting Yuan, Hanqing Lu. Personalized Recommendation Meets Your Next Favorite. CIKM 2015.

-     Qiang Song, Jian Cheng, Hanqing Lu. Incremental Matrix Factorization via Feature Space Re-learning for Recommender System. ACM RecSys 2015.

-     Cong Leng, Jiaxiang Wu, Jian Cheng, Xi Zhang, Hanqing Lu. Hashing for Distributed Data. ICML 2015.

-     Xi Zhang, Jian Cheng, Shuang Qiu, Zhenfeng Zhu, Hanqing Lu. When Personalization meets Conformity: Collective Similarity based Multi-Domain Recommendation. SIGIR 2015.

-     Cong Leng, Jian Cheng. Consensus Hashing. Machine Learning, Vol.100 (2), pp.379-398, 2015.

-     Cong Leng, Jiaxiang Wu, Jian Cheng, Xiao Bai, Hanqing Lu. Online Sketching Hashing. CVPR 2015.[code]

-     Shuang Qiu, Jian Cheng, Xi Zhang, Hanqing Lu. Exploring Heterogeneity for Multi-Domain Recommendation with Decisive Factors Selection. WWW 2015 (Companion Volume).

-     Xi Zhang, Jian Cheng, Shuang Qiu, Guibo Zhu, Hanqing Lu. DualDS: A Dual Discriminative Rating Elicitation Framework for Cold Start Recommendation. Knowledge-Based Systems, Vol.73, pp.161-172, 2015.


-     Xiao Bai, Haichuan Yang, Jun Zhou, Peng Ren, Jian Cheng. Data-Dependent Hashing Based on p-Stable Distribution. IEEE Transactions on Image Processing (TIP), Vol.23, No.12, pp.5033-5046, 2014.

-     Cong Leng, Jian Cheng, Jiaxiang Wu, Xi Zhang, Hanqing Lu. Supervised Hashing with Soft Constraints. CIKM 2014.

-     Cong Leng, Jian Cheng, Ting Yuan, Xiao Bai, Hanqing Lu. Learning binary codes with bagging PCA. ECML 2014. [code]

-     Jiaxiang Wu, Jian Cheng. Bayesian Co-Boosting for Multi-modal Gesture Recognition. Journal of Machine Learning Research (JMLR), 15(Oct):3013−3036, 2014.

-     Cong Leng, Jian Cheng, Hanqing Lu. Random Subspace for Binary Codes Learning in Large Scale Image Retrieval. SIGIR 2014.

-     Jian Cheng, Ting Yuan, Jinqiao Wang, Hanqing Lu. Group Latent Factor Model for Recommendation with Multiple User Behaviors. SIGIR 2014.

-     Shuang Qiu, Jian Cheng, Ting Yuan, Cong Leng, Hanqing Lu. Item Group Based Pairwise Preference Learning for Personalized Ranking. SIGIR 2014.

-     Jian Cheng, Cong Leng, Jiaxiang Wu, Hainan Cui, Hanqing Lu. Fast and Accurate Image Matching with Cascade Hashing for 3D Reconstruction. CVPR 2014. (Oral, acceptance rate=5.75%) [code][indexed by openMVG][indexed by Theia]

-     Haichuan Yang, Xiao Bai, Jun Zhou, Peng Ren, Zhihong Zhang, Jian Cheng. Adaptive Object Retrieval with Kernel Reconstructive Hashing. CVPR 2014.

-     Ting Yuan, Jian Cheng, Xi Zhang, Shuang Qiu and Hanqing Lu. Recommendation by Mining Multiple User Behaviors with Group Sparsity. AAAI 2014.

-     Jian Cheng, Cong Leng, Peng Li, Meng Wang, Hanqing Lu. Semi-Supervised Multi-Graph Hashing for Scalable Similarity Search. Computer Vision and Image Understanding (CVIU), Vol.124, pp.12-21, 2014.


-     Huiguang Zhang, Xiao Bai, Jun Zhou, Jian Cheng, Huijie Zhao. Object Detection via Structural Feature Selection and Shape Model. IEEE Transaction on Image Processing (TIP), Vol.22, No.12, pp.4984-4995, 2013.

-     Biao Niu, Jian Cheng, Xiao Bai, Hanqing Lu. Asymmetric Propagation based Batch Mode Active Learning for Image Retrieval. Signal Processing. Vol.93, pp. 1639-1650, 2013

-     Peng Li, Jian Cheng, Hanqing Lu. Dual Locality Sensitive Hashing with Discriminative Projections Selection. Signal Processing, Vol.93, No.8, pp.2256-2264, 2013

-     Huigang Zhang, Xiao Bai, Huaxin Zheng, Huijie Zhao, Jun Zhou, Jian Cheng, Hanqing Lu. Hierarchical Remote Sensing Image Analysis via Graph Laplacian Energy. IEEE Geoscience and Remote Sensing Letters, Vol.10, No.2, pp.396-400, 2013

-     Chao Liang, Changsheng Xu, Jian Cheng, Weiqing Min, Hanqing Lu. Script-to-Movie: A Computational Framework for Story Movie Composition. IEEE Transactions on Multimedia (TMM). Vol.15, No.2, pp.401-414, 2013

-     Peng Li, Meng Wang, Jian Cheng, Changsheng Xu, Hanqing Lu. Spectral Hashing with Semantically Consistent Graph for Image Indexing. IEEE Transactions on Multimedia (TMM), Vol.15, No.1, pp.141-152, 2013. (Prize paper award honorable mention 2016)

-     Biao Niu, Bin Li, Peng Li, Xi Zhang, Jian Cheng, Hanqing Lu. Attribute Expansion with Sequential Learning for Object Classification. ICME 2013. (Best paper candidate)

-     Xi Zhang, Jian Cheng, Ting Yuan, Biao Niu, Hanqing Lu. Semi-Supervised Discriminative Preference Elicitation for Cold-Start Recommendation. CIKM 2013.

-     Xi Zhang, Jian Cheng, Ting Yuan, Biao Niu, Hanqing Lu. TopRec: Domain-Specific Recommendation through Community Topic Mining in Social Network. WWW 2013.

-     Jiaxiang Wu, Jian Cheng, Chaoyang Zhao, Hanqing Lu. Fusing multi-modal features for gesture recognition. ICMI 2013. (Won 1st award on ChaLearn Challenge 2013)


-     Yi Wu, Jian Cheng, Jinqiao Wang, Hanqing Lu, Jun Wang, Haibin Ling, Erik Blasch, Li Bai. Real-time probabilistic covariance tracking with efficient model update. IEEE Transactions on Image Processing (TIP), Vol.21, No.5, pp.2824-2837, 2012

-     Xiaofeng Zhu, Zi Huang, Heng Tao Shen, Jian Cheng, Changsheng Xu. Dimensionality Reduction by Mixed Kernel Canonical Correlation Analysis. Pattern Recognition, Vol.45, No.8, pp.3003-3016, 2012

-     Biao Niu, Jian Cheng, Hanqing Lu. Improving Relevance Feedback for Image Retrieval with Asymmetric Sampling. ICME 2012

-     Peng Li, Jian Cheng, Hanqing Lu. Modeling Hidden Topics with Dual Local Consistency for Image Analysis. ACCV 2012

2011 and before

-     Chao Liang, Changsheng Xu, Jian Cheng, Hanqing Lu. TVParser: An automatic TV video parsing method. CVPR 2011

-     Yang Liu, Jian Cheng, Changsheng Xu, Hanqing Lu. Building topographic subspace model with transfer learning for sparse representation. Neurocomputing, 73(10-12), 2010

-     Changsheng Xu, Jian Cheng, Yi Zhang, Yifan Zhang, and Hanqing Lu. Sports video analysis: semantics extraction, editorial content creation and adaptation. Journal of Multimedia, Vol.4, No.2, pp.69-79, 2009

-     Xiaoyu Zhang, Changsheng Xu, Jian Cheng, Hanqing Lu, and Songde Ma. Effective Annotation and Search for Video Blogs with Integration of Context and Content Analysis. IEEE Transactions on Multimedia (TMM), Vol.11, No.2, pp.272-285, 2009.

-     Yikai Fang, Jian Cheng, Hanqing Lu. A hand gesture recognition method with fast scale-space feature detection. Journal of Image and Graphics, Vol.14, No.2, 2009. (In Chinese)

-     Rong Liu, Jian Cheng, Hanqing Lu. A Robust Boosting Tracker with Minimum Error Bound in a Co-training Framework. ICCV 2009

-     Yi Wu, Jian Cheng, Jinqiao Wang, Hanqing Lu. Real-time Visual Tracking via Incremental Covariance Tensor Learning. ICCV 2009

-     Yu Fu, Jian Cheng, Zhenglong Li and Hanqing Lu. Saliency Cuts: an automatic approach to object segmentation. ICPR 2008

-     Yikai Fang, Kongqiao Wang, Jian Cheng, and Hanqing Lu. A Real-time hand gesture recognition method. ICME 2007

-     Yikai Fang, Jian Cheng, Kongqiao Wang, and Hanqing Lu. Hand gesture recognition using fast multi-scale analysis. ICIG 2007

-     Zhenglong Li, Jian Cheng, Qingshan Liu, and Hanqing Lu. Image Segmentation using Co-EM strategy. ACCV 2007

-     Xiaoyu Zhang, Jian Cheng, Hanqing Lu, and Songde Ma. Weighted Co-SVM for image retrieval with MVB strategy. ICIP 2007

-     Jian Cheng and Kongqiao Wang. Active learning for image retrieval with Co-SVM. Pattern Recognition, Vol.40, pp.330-334, 2007.

-     Jian Cheng, Qingshan Liu, Hanqing Lu, and Yen-Wei Chen. Ensemble learning for independent component analysis. Pattern Recognition, Vol.39, pp.81-88, 2006.

-     Jian Cheng, Qingshan Liu, Hanqing Lu, and Yen-Wei Chen. Supervised kernel locality preserving projections for face recognition. Neurocomputing, vol.67, pp.443-449, 2005.

-     Jian Cheng, Yen-Wei Chen, Hanqing Lu and Xiang-Yan Zeng. A spatial weighted color histogram for image retrieval. IEICE Transaction on Information and System, Vol.E87-D, No.1, pp.246-249, 2004.