Selected Publications [Full List]

 

2017

· Chunluan Zhou, and Junsong Yuan, “Multi­label Learning of Part Detectors for Heavily Occluded Pedestrian Detection,” IEEE Conf. on Computer Vision ( ICCV’17 ), 2017 [PDF]

· Jiong Yang, and Junsong Yuan, “Common Action Discovery and Localization in Unconstrained Videos”, IEEE Conf. on Computer Vision ( ICCV’17 ), 2017 [PDF]

· Tan Yu, Zhenzhen Wang, and Junsong Yuan, “Compressive Quantization for Fast Object Instance Search in Videos,” IEEE Conf. on Computer Vision ( ICCV’17 ), 2017 [PDF]

· Liuhao Ge, Hui Liang, Junsong Yuan, and Daniel Thalmann, ”3D Convolutional Neural Networks for Efficient and Robust Hand Pose Estimation from Single Depth Images,” Proc. IEEE Conf. on Computer Vision and Pattern Recognition ( CVPR’17 ), 2017 [PDF]

· Tan Yu, Yuwei Wu, and Junsong Yuan, “HOPE: Hierarchical Object Prototype Encoding for Efficient Object Instance Search in Videos,” Proc. IEEE Conf. on Computer Vision and Pattern Recognition ( CVPR’17 ), 2017 [PDF]

· Weixiang Hong, Junsong Yuan, and Das Bhattacharjee Sreyasee , “Fried Binary Embedding for High-Dimensional Visual Features,” Proc. IEEE Conf. on Computer Vision and Pattern Recognition ( CVPR’17 ), 2017 [PDF]

· Junwu Weng, Chaoqun Weng, and Junsong Yuan, “Spatio-Temporal Naive-Bayes Nearest-Neighbor for Skeleton-Based Action Recognition,” Proc. IEEE Conf. on Computer Vision and Pattern Recognition ( CVPR’17 ), 2017 [PDF]

· Koteswar Rao Jerripothula, Jianfei Cai, Jiangbo Lu, and Junsong Yuan, “Object Co-skeletonization with Co-segmentation,” Proc. IEEE Conf. on Computer Vision and Pattern Recognition ( CVPR’17 ), 2017 [PDF]

· Tan Yu, Yuwei Wu, Das Bhattacharjee Sreyasee, and Junsong Yuan, “Efficient Object Instance Search Using Fuzzy Object Matching," in Proc. AAAI Conference on Artificial Intelligence (AAAI'17), 2017 [PDF]

· Tan Yu, Jingjing Meng, and Junsong Yuan, “Is My Object in This Video? Reconstruction-based Object Search in Video,” International Joint Conference on Artificial Intelligence (IJCAI’17), 2017 [PDF]

· Jiaqi Zhang, Zhenzhen Wang, Junsong Yuan, and Yap-Peng Tan, “Positive and Unlabeled (PU) Learning for Anomaly Detection with Multi-features,” Proc. ACM Int’l Conf. on Multimedia (MM’17), 2017 [PDF]

· Chen Wang, Junsong Yuan, and Lihua Xie, “Non-Iterative SLAM," International Conference on Advanced Robotics, (ICAR'17), 2017 (best paper award) [PDF]

· Hongxing Wang, Yoshinobu Kawahara, Chaoqun Weng, Junsong Yuan , “Representative Selection with Structured Sparsity,” Pattern Recognition (PR), 2017 [PDF]

 

2016

· Jingjing Meng, Hongxing Wang, Junsong Yuan, Yap-Peng Tan, “From Keyframes to Key Objects: Video Summarization by Representative Object Proposal Selection,” in Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’16), 2016 [PDF]

· Liuhao Ge, Hui Liang and Junsong Yuan, Daniel Thalmann, “Robust 3D Hand Pose Estimation in Single Depth Images: from Single-View CNN to Multi-View CNNs,” in Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’16), 2016 [PDF]

· Jerripothula Koteswar, Jianfei Cai, and Junsong Yuan , “CATS: Co-saliency Activated Tracklet Selection for Video Co-localization,”  Proc. European Conf. on Computer Vision ( ECCV’16 ), 2016 [PDF]

· Zhe Wang, Lingyu Duan, Junsong Yuan, Tiejun Huang, Wen Gao , “To Project More or to Quantize More: Minimize Reconstruction Bias for Learning Compact Binary Codes,” International Joint Conference on Artificial Intelligence (IJCAI’16), 2016 [PDF]

· Das Bhattacharjee Sreyasee, Junsong Yuan, Weixiang Hong, and Xiang Ruan, “Query Adaptive Instance Search using Object Sketches,” Proc. ACM Int’l Conf. on Multimedia (ACM MM’16 ), 2016 (Full Paper) [PDF]

· Hui Liang, Jin Wangy, Qian Sun, Yong-Jin Liu, Junsong Yuan, Jun Luo, Ying He, “Barehanded Music: Real-time Hand Interaction for Virtual Piano,” ACM SIGGRAPH Symposium on Interactive 3D Graphics and Games ( I3D’16 ), 2016 [PDF] [Demo Video]

· Jiong Yang, Brian Price, Xiaohui Shen, Zhe Lin, Junsong Yuan, “Fast appearance modeling for automatic primary video object segmentation,” in IEEE Trans. on Image Processing (T-IP), 2016 [PDF]

· Zhiwen Fang, Zhiguo Cao, Yang Xiao, Lei Zhu, Junsong Yuan , “Adobe Boxes: Locating Object Proposals using Object Adobes,” IEEE Trans. on Image Processing    (T-IP), 2016 [PDF]

· Jianyu Yang, Hongxing Wang, Junsong Yuan, Youfu Li, Jianyang Liu , “Invariant Multi-Scale Descriptor for Shape Representation, Matching and Retrieval,” Computer Vision and Image Understanding (CVIU), 2016 [PDF]

· Jiong Yang, Gangqiang Zhao, Junsong Yuan, Xiaohui Shen, Zhe Lin, Brian Price, Jonathan Brandt, “Discovering Primary Objects in Videos by Saliency Fusion and Iterative Appearance Estimation,” IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT ), 2016  [Project]  [PDF]

 

2015

· Kang Dang, Jiong Yang, and Junsong Yuan, “Adaptive Exponential Smoothing for Online Filtering of Pixel Prediction Maps,” in Proc. IEEE Conf. on Computer Vision (ICCV’15), 2015 [PDF]

· Gang Yu and Junsong Yuan, “Fast Action Proposals for Human Action Detection and Search,” in Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’15), 2015 [PDF]

· Jing Tang, Xueyan Tang, Junsong Yuan, “Optimizing Inter-server Communication for Online Social Networks,” IEEE Conf. on International Conference on Distributed Computing Systems (ICDCS’15), 2015 [PDF]

· Yuwei Wu, Yunde Jia, Peihua Li, Jian Zhang, and Junsong Yuan , “Manifold kernel Sparse Representation of Symmetric Positive Definite Matrices and Its Applications,” IEEE Trans. on Image Processing (T-IP), 2015 [PDF]

· Yuwei Wu, Mingtao Pei, Min Yang, Junsong Yuan, and Yunde Jia, “Robust Discriminative Tracking via Landmark-based Label Propagation,” IEEE Trans. on Image Processing (T-IP), 2015 [PDF]

· Jianfeng Ren, Xudong Jiang, and Junsong Yuan, “A Chi-Squared-Transformed Subspace of LBP Histogram for Visual Recognition,” in IEEE Trans. on Image Processing (T-IP), Vol. 24, No. 6, pp. 1893-1904, 2015 [PDF]

· Yuning Jiang, Jingjing Meng, Junsong Yuan, and Jiebo Luo, “Randomized Spatial Context for Object Search,” in IEEE Trans. on Image Processing (T-IP), Vol. 24, No. 6, pp. 1748-1762, 2015 [PDF]  [Demo Video]

· Gangqiang Zhao, Junsong Yuan, Gang Hua, and Jiong Yang, “Topical Video Object Discovery from Key Frames by Modeling Word Co-occurrence Prior,” in IEEE Trans. on Image Processing (T-IP), 2015 [PDF]

· Jianfeng Ren, Xudong Jiang, and Junsong Yuan, “Learning LBP Structure by Maximizing the Conditional Mutual Information,” in Pattern Recognition (PR), Vol. 48, No. 10, pp. 3180-3190, 2015 [PDF]

· Hongxing Wang and Junsong Yuan, “Collaborative Multi-feature Fusion for Transductive Spectral Learning” in IEEE Trans. on Cybernetics (T-CYB), Vol. 45, No. 3, pp 465-475, 2015 [PDF]

· Hui Liang, Junsong Yuan, and Daniel Thalmann, “Resolving Ambiguous Hand Pose Predictions by Exploiting Part Correlations,” in IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT), 2015 [PDF]  [Project]

 

 

2014

· Hongxing Wang, Chaoqun Weng, and Junsong Yuan, “Multi-feature Spectral Clustering with Minimax Optimization”, in Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’14), 2014 [PDF] 

· Gang Yu, Zicheng Liu, and Junsong Yuan, “Discriminative Orderlet Mining For Real-time Recognition of Human-Object Interaction” in Proc. Asian Conf. on Computer Vision (ACCV’14), 2014  [PDF] [project ]

· Jiang Wang, Zicheng Liu, Ying Wu, and Junsong Yuan, “Learning Actionlet Ensemble for 3D Human Action Recognition”, in IEEE Trans. on Pattern Analysis and Machine Intelligence    (T-PAMI), Vol. 36, No. 5, pp. 914-927, 2014 [PDF]   

· Tran Du, Junsong Yuan, and David Forsyth, “Video event detection: from video subvolume localization to spatio-temporal path search”, in IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), Vol. 36, No. 2, pp. 404-416, 2014  [PDF]

· Hongxing Wang, Junsong Yuan, and Ying Wu, “Context-Aware Discovery of Visual Co-occurrence Patterns”, in IEEE Trans. on Image Processing (T-IP), Vol. 23, No. 4, pp. 1805-1819, 2014 [PDF]   

· Yang Xiao, Jianxin Wu, and Junsong Yuan, “mCENTRIST: A Multi-channel Feature Generation Mechanism for Scene Categorization”, in IEEE Trans. on Image Processing (T-IP), Vol. 23, No.2, pp.823-836, 2014 [PDF]

 

 

2013

· Gangqiang Zhao, Junsong Yuan, and Gang Hua, “Topical Video Object Discovery from Key Frames by Modeling Word Co-occurrence Prior”, in Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR’13), 2013 [PDF]

· Zhou Ren, Junsong Yuan, and Wenyu Liu, “Minimum Near-Convex Shape Decomposition”, in IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), Vol. 35, No. 10, pp. 2546-2552, 2013 [PDF

· Gang Yu, Junsong Yuan, and Zicheng Liu, “Action Search by Example using Randomized Visual Vocabularies”, IEEE Trans. on Image Processing (T-IP), Vol. 22, No. 1, pp. 377-390, 2013 [PDF]

· Jianfeng Ren, Xudong Jiang, and Junsong Yuan, “Noise-Resistant Local Binary Pattern with an Embedded Error-Correction Mechanism”, in IEEE Trans. on Image Processing (T-IP), Vol. 22, No. 10, pp. 4049-4060, 2013 [PDF]

· Yang Cong, Ji Liu, Junsong Yuan, and Jiebo Luo, “Self-supervised Online Metric Learning with Low Rank Constraint for Scene Categorization”, in IEEE Trans. on Image Processing (T-IP), Vol. 22, No. 8, pp. 3179-3191, 2013 [PDF]

· Yang Cong, Junsong Yuan, and Ji Liu, “Abnormal Event Detection in Crowded Scenes using Sparse Representation”, in Pattern Recognition (PR), Vol. 46, No. 7, pp. 1851-1864, 2013 [PDF]

· Jianfeng Ren, Xudong Jiang, and Junsong Yuan, A Complete and Fully Automated Face Verification System on Mobile Devices, Pattern Recognition (PR), Vol. 46, No. 1, pp. 45-56, 2013 [PDF]

· Zhou Ren, Junsong Yuan, Jingjing Meng and Zhengyou Zhang, “Robust Part-based Hand Gesture Recognition using Kinect Sensor”, in IEEE Trans. on Multimedia (T-MM), Vol. 15, No. 5, pp. 1110-1120, 2013 [PDF]  [Project] (2016 Best Paper Award of IEEE Trans. on Multimedia)

 

 

2012

· Tran Du and Junsong Yuan, “Max-Margin Structured Output Regression for Spatio-Temporal Action Localization”, in Proc. Neural Information Processing Systems (NIPS’12), 2012 [PDF]

· Yuning Jiang, Jingjing Meng, and Junsong Yuan, Randomized Visual Phrases for Object Search, IEEE Computer Vision and Pattern Recognition (CVPR’12) 2012 [PDF]

· Jiang Wang, Zicheng Liu, Ying Wu, and Junsong Yuan, Mining Actionlet Ensemble for Action Recognition with Depth Cameras, IEEE Computer Vision and Pattern Recognition (CVPR’12) 2012 [PDF]

· Yuning Jiang, Junsong Yuan, and Gang Yu, “Randomized Spatial Partition for Scene Recognition”, in Proc. European Conf. on Computer Vision (ECCV’12), 2012 [PDF]

· Gang Yu, Junsong Yuan, and Zicheng Liu, “Propagative Hough Voting for Human Activity Recognition”, in Proc. European Conf. on Computer Vision (ECCV’12), 2012 [PDF]

· Rongrong Ji, Ling-Yu Duan, Hongxun Yao, Jie Chen, Junsong Yuan, Yong Rui, and Wen Gao, “Location Discriminative Vocabulary Coding for Mobile Landmark Search”, International Journal on Computer Vision (IJCV), 96(3), 290-314 (2012) [PDF]

· Junsong Yuan, Gangqiang Zhao, Yun Fu, Zhu Li, Aggelos K. Katsaggelos, Ying Wu, “Discovering Thematic Objects in Image Collections and Videos”, IEEE Transactions on Image Processing (T-IP), 21(4): 2207-2219 (2012)  [PDF]   

· Junsong Yuan, Ying Wu, “Mining Visual Collocation Patterns via Self-Supervised Subspace Learning”, IEEE Transactions on Systems, Man, and Cybernetics, Part B (T-SMC-B), 42(2): 334-346 (2012)  [PDF]

 

2011

· Zhou Ren, Junsong Yuan, Chunyuan Li, and Wenyu Liu, Minimum Near-Convex Decomposition for Robust Shape Representation, Proc. Int'l Conf. on Computer Vision (ICCV'11), 2011  [PDF]

· Junsong Yuan, Ming Yang, and Ying Wu, Mining Discriminative Co-occurrence Patterns for Visual Recognition, Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011 [PDF]

· Tran Du and Junsong Yuan, Optimal Spatio-Temporal Path Discovery for Video Event Detection , Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011 [PDF]

· Yang Cong, Junsong Yuan and Ji Liu, Sparse Reconstruction Cost for Abnormal Event Detection, Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011 [PDF]

· Gang Yu, Junsong Yuan, and Zicheng Liu, Unsupervised Random Forest Indexing for Fast Action Search, Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'11), 2011 [PDF]

· Junsong Yuan, Zicheng Liu and Ying Wu,  “Discriminative Video Pattern Search for Efficient Action Detection”, IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), 33(9): 1728-1743 (2011) [PDF] [Project]

· Jiang Xu, Junsong Yuan and Ying Wu, “Learning Spatio-Temporal Dependency of Local Patches for Complex Motion Segmentation,”
Computer Vision and Image Understanding (CVIU) ,  2011  [PDF]

· Fan Jiang, Junsong Yuan, Sotirios A. Tsaftaris and Aggelos K. Katsaggelos,  “Anomalous Video Event Detection Using Spatiotemporal Context,” Computer Vision and Image Understanding (CVIU) , Vol. 115, No. 3, pp. 323-333, 2011  [PDF]

 

2010 and before

·  Jiang Xu, Junsong Yuan and Ying Wu, Multimodal Partial Estimates Fusion, Proc. International Conference on Computer Vision (ICCV'09), 2009 [PDF]

· Junsong Yuan, Zicheng Liu and Ying Wu, Discriminative Subvolume Search for Efficient Action Detection, Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'09)2009  [PDF]  (CVPR 2009 Doctoral Spotlight Award Winner)

· Junsong Yuan, Jiebo Luo and Ying Wu, Mining Compositional Features for Boosting, Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'08), 2008. [PDF]

· Junsong Yuan and Ying Wu, Context-Aware Clustering, Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'08),  2008 [PDF]

· Junsong Yuan and Ying Wu, Spatial Random Partition for Common Visual Pattern Discovery, Proc. International Conference on Computer Vision (ICCV'07), 2017 [PDF]

· Junsong Yuan, Ying Wu and Ming Yang, Discovery of Collocation Patterns: from Visual Words to Visual Phrases, In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'07), 2017 [PDF]

· Ming Yang, Junsong Yuan, and Ying Wu, Spatial Selection for Attentional Visual Tracking, In Proc. IEEE Conference on Computer Vision and Pattern Recognition (CVPR'07),  2007 [PDF]

· Junsong Yuan, Ying Wu and Ming Yang, From Frequent Itemsets To Semantically Meaningful Visual Patterns, in Proc. ACM Intl. Conf. on Knowledge Discovery and Data Mining (SIGKDD'07), 2007 [PDF]