朱建科

計算機視覺、機器學習 ^[1] 

IEEE資深會員。於2009年獲計算機科學與工程博士學位，是同年度香港中文大學工程學院最優博士論文獎以及香港中文大學青年學者論文獎獲得者。攻讀博士期間曾作為訪問學者於UIUC ECE系 ImageFoundationand Processing Group交流。2009年1月進入瑞士ETH Zurich BIWI Computer Vision Lab進行博士後階段研究。擔任阿里巴巴-浙江大學前沿技術聯合研究中心計算機視覺與視頻分析實驗室主任。 ^[1] 

數據結構基礎

計算機視覺

視覺目標識別與檢索

信息檢索與搜索引擎（香港中文大學呂榮聰教授暑期班） ^[1] 

主持的“儷知虛擬人”項目榮獲阿里巴巴集團學術合作最佳項目獎。目前擔任國際期刊Neurocomputing和Springer Big Data Analytics編委。是包括IEEE TPAMI/TIP/TNNLS、ACM Computing Survey/TOIS/TIST在內的多個國際期刊審稿人，以及AAAI/IJCAI/CVPR等會議的PC和SPC。

[1]Hantang Liu, Yinghao Xu, Jialiang Zhang,Jianke Zhu*, Yang Li, Steven C. H. Hoi, “DeepFacade: A Deep Learning Approach to Facade Parsing with Symmetric Loss,”IEEE Trans. on Multimedia, 2020.

[2]Yang Li, Florian Richter, Jingpei Lu, Emily Funk, Ryan Orosco,Jianke Zhu, Michael C. Yip, “SuPer: A Surgical Perception Framework for Endoscopic Tissue Manipulation with Surgical Robotics”, InIEEE Robotics and Automation Letters (RA-L) & Int. Conference on Robotics and Automation (ICRA), 2020.

[3]Xiongwei Wu, Daoxin Zhang, Steven C.H. Hoi, Jianke Zhu, “Single-Stage Bidirectional Pyramid Networks for High-Quality Object Detection”,Neurocomputing, 2020.

[4]Jialiang Zhang,Xiongwei Wu,Jianke Zhu* and Steven Hoi, “Feature Agglomeration Networks for Single Stage Face Detection”,Neurocomputing, 2020.

[5]Wei Feng, Ruize Han, Qing Guo, Jianke Zhu, and Song Wang, “Dynamic Saliency-Aware Regularization for Correlation Filter based Object Tracking”,IEEE Trans. on Image Processing28(7): 3232-3245 (2019).

[6]Qingqun Ning, Zhao Liu,Jianke Zhu, Mingli Song, Jiajun Bu and Chun Chen, “Noise-aware Co-segmentation with Local and Global Priors”,Neurocomputing287: 221-231 (2018)

[7]Wenjie Song, Yang Li,Jianke Zhuand Chun Chen, “Temporally-Adjusted Correlation Filter-based Tracking”,Neurocomputing, 286: 121-129 (2018)

[8]Qingqun Ning,Jianke Zhuand Chun Chen, “Very Fast Semantic Image Segmentation Using Hierarchical Dilation and Feature Refining”,Cognitive Computation 10(1): 62-72(2018).

[9]Xingyu Gao, Steven C. H. Hoi, Yongdong Zhang, Jianshe Zhou, Ji Wan, Zhenyu Chen, Jintao Li,Jianke Zhu, “Sparse Online Learning of Image Similarity. ”ACM TIST 8(5): 64:1-64:22 (2017).

[10]Qingqun Ning,Jianke Zhu,Zhiyuan Zhong and Chun Chen, “Scalable Image Retrieval by Sparse Product Quantization”,IEEE Trans. on Multimedia, March (2017).

[11]Jianke Zhu, Chenxia Wu, Chun Chen and Deng Cai, “Treelets Binary Feature Retrieval for Fast Keypoint Recognition”,IEEE Trans. onCybernetics,vol. 45, issue 10. Oct. 2015, pp. 2129 – 2141.

[12]Wenjie Song,Jianke Zhu, Yang Li, and Chun Chen, “Image Alignment by Online Robust PCA via Stochastic Gradient Descent, IEEE Trans. Circuits Syst. Video Techn.26(7): 1241-1250 (2016).

[13]Zhiyuan Zhong,Jianke Zhuand Steven C. H. Hoi, “Fast Object Retrieval Using Direct Spatial Matching”,IEEE Trans. on Multimedia, vol. 17, issue 8. Aug. 2015, pp. 1391 - 1397

[14]Zhao Liu,Jianke Zhu, Jiajun Bu and Chun Chen, “A survey of human pose estimation: The body parts parsing based methods”,Journal of Visual Communication and Image Representation, vol. 32. Oct. 2015, pp. 10-19.

[15]Xinyu Wang,Jianke Zhu*,Zibin Zheng, Wenjie Song, Yuanhong Shen, and Michael R. Lyu, “A Spatial-Temporal QoS Prediction Approach to Time-Aware Web Service Recommendation”,ACM Trans. on Web,2016.

[16]Xinyu Wang,Jianke Zhu*and Yuanhong Shen, “Network-aware QoS prediction for Service Composition Using Geolocation”,IEEE Trans. on Service Computing(TSC),vol. 8, issue 4. July-Aug 2015, pp.630 – 643.

[17]Dayong Wang, Steven C. H. Hoi, Ying He,Jianke Zhu, Tao Mei and Jiebo Luo, “Retrieval-based Face Annotation by Weak Label Regularized Local Coordinate Coding,”IEEE Trans. on Pattern Analysis and Machine Intelligences(TPAMI),vol. 36, March 2014, pp. 550-563.

[18]Dayong Wang, Steven C. H. Hoi, Ying He andJianke Zhu, “Mining weakly labeled web facial images for search-based face annotation,”IEEE Trans. on Knowledge and Data Engineering, vol. 26. Jan. 2014, pp. 166-179.

[19]Luming Zhang, Yue Gao, Chaoqun Hong, Yinfu Feng,Jianke Zhuand Deng Cai, 'Feature Correlation Hypergraph: Exploiting High-order Potentials for Multimodal Recognition,'IEEE Trans. on Cybernetics, vol. 44. Aug. 2014, 1397-1407.

[20]Zhao Liu,Jianke Zhu, Jiajun Bu and Chun Chen, “Object Cosegmentation by Nonrigid Mapping”,Neurocomputing, vol. 135, 2014, pp. 107-116.

[21]Chenxia Wu,Jianke Zhu,Deng Cai, Chun Chen and Jiajun Bu, “Semi-Supervised Bootstrap Nonlinear Sequential Projection Learning Hashing,”IEEE Trans. on Knowledge and Data Engineering, vol. 25, Jun. 2013, pp. 1380-1393.

[22]Chaoqun Hong andJianke Zhu, “Hypergraph-based multi-example ranking with sparse representation for transductive learning image retrieval”,Neurocomputing, vol. 101, Feb. 2013, pp. 94-103.

[23]Lei Wu, Steven C.H. Hoi, Rong Jin,Jianke Zhuand Nenghai Yu, “Learning Bregman Distance Functions for Semi-supervised Clustering,”IEEE Trans. on Knowledge and Data Engineering, 2012.

[24]Hao Wu, Jiajun Bu, Chun Chen,Jianke Zhu, Lijun Zhang, Haifeng Liu, Can Wang and Deng Cai, “Locally discriminative topic modeling.”Pattern Recognition45(1): 617-625 (2012).

[25]Lei Wu, Steven C.H. Hoi, Rong Jin,Jianke Zhuand Nenghai Yu, “Distance Metric Learning from Uncertain Side Information for Automated Photo Tagging,”ACM Trans. on Intelligent Systems and Technology, Nov., 2011.

[26]Jianke Zhu, Steven C.H. Hoi, Michael R. Lyuand Shuicheng Yan, “A Semi-supervised Approach toNear Duplicate Keyframe Detection and Retrieval,”ACM Trans. on Multimedia Computing, Communications and Applications (TOMCCAP), Feb. 2011.

[27]Hao Ma,Jianke Zhu, Michael R. Lyuand Irwin King, “Bridging the Semantic Gap between Image Contents and Tags,”IEEE Trans. on Multimedia, August 2010.

[28]Jianke Zhu, Michael R. Lyu and Thomas S. Huang, 'A Fast 2D Shape Recovery Approach by Fusing Features and Appearance,'IEEE Trans. on Pattern Analysis and Machine Intelligences(TPAMI),vol. 31, July 2009, pp.1210-1224.

[29]Steven C.H. Hoi, Rong Jin,Jianke Zhuand Michael R. Lyu, “Semi-Supervised SVM Batch Mode Active Learning with Applications to Image Retrieval,”ACM Trans. on Information Systems(TOIS),vol. 27, May 2009.

[30]Zenglin Xu, Kaizhu Huang,Jianke Zhu, Irwin King and Michael R. Lyu, “A Novel Kernel-based Maximum A Posteriori Classification Method,”Neural Networks,vol. 22, Sep. 2009, pp. 977-987.

[31]Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu, 'Robust Regularized Kernel Regression,'IEEE Trans. on Systems, Man, and Cybernetics - Part B: Cybernetics, 2008.

[32]Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu, 'Face Annotation by Transductive Kernel Fisher Discriminant,'IEEE Trans. on Multimedia,vol. 10,Jan. 2008,pp. 86-96.

Conference Paper

[33]Shu-Ting Shi, Wenhao Zheng, Jun Tang, Qing-Guo Chen, Yao Hu,Jianke Zhu, Ming Li, “Deep Time-Stream Framework for Click-Through Rate Prediction by Tracking Interest Evolution”,AAAI 2020.

[34]Jianbo Wang, Kai Qiu, Houwen Peng, Jianlong Fu,Jianke Zhu, “AI Coach: Deep Human Pose Estimation and Analysis for Personalized Athletic Training Assistance”, ACM Multimedia 2019: 374-382.Full paper in Main Track.

[35]Jianbo Wang, Kai Qiu, Houwen Peng, Jianlong Fu,Jianke Zhu, “AI Coach: Deep Human Pose Estimation and Analysis for Personalized Athletic Training Assistance”, ACM Multimedia 2019:2228-2230. DemoPaper.

[36]Yang Li,Jianke Zhu*, Steven Hoi, Wenjie Song, Zhefeng Wang and Hantang Liu, “Robust Estimation of Similarity Transformation for Visual Object Tracking”,AAAI 2019: 8666-8673.

[37]Jianke Zhu,“Image Gradient-based Joint Direct Visual Odometry for Stereo Camera,”IJCAI 2017.

[38]Yang Li, Zhan Xu,Jianke Zhu*, “CFNN: Correlation Filter Neural Network for Visual Object Tracking,”IJCAI 2017.

[39]Hantang Liu, Jialiang Zhang,Jianke Zhu*, Steven C. H. Hoi, “DeepFacade: A Deep Learning Approach to Facade Parsing,”IJCAI 2017.

[40]Yang Li, Jianke Zhu and Steven C.H. Hoi “Reliable Patch Trackers: Robust Visual Tracking by Exploiting Reliable Patches”,CVPR 2015.

[41]Yang Li andJianke Zhu, “A Scale Adaptive Kernel Correlation Filter Tracker with Feature Integration”,ECCV 2014 Workshop: VOT’14 Challenge. Ranked 2/38.

[42]Ji Wan, Dayong Wang, Steven C.H. Hoi, Pengcheng Wu,Jianke Zhu, Yongdong Zhang and Jintao Li, “Deep Learning for Content-based Image Retrieval: A Comprehensive Study”,ACM Multimedia 2104.

[43]Chenxia Wu, Haiqin Yang,Jianke Zhu, Jiemi Zhang, Irwin King and Michael Lyu, “Sparse Poisson Coding for High Dimensional Document Clustering”,IEEE Big Data2013,short paper.

[44]Yuanhong Shen,Jianke Zhu, Xinyu Wang, Liang Cai, Xiaohu Yang, and Bo Zhou, “Geographic Location-Based Network-aware QoS Prediction for Service Composition”,ICWS 2013, Research Track.

[45]Dayong Wang, Steven C.H. Hoi, Pengcheng Wu,Jianke Zhu, Ying He and Chunyan Miao, “Learning to Name Faces: A Multimodal Learning Scheme for Search-Based Face Annotation”,SIGIR 2013.

[46]Steven C.H. Hoi, Dayong Wang, I Yeu Cheng, Elmer Lin,Jianke Zhu, Ying He and Chunyan Miao, “FANS: Face Annotation by Searching Large-scale Web Facial Images”,WWW 2013, Demo Track.

[47]Jiemi Zhang, Chenxia Wu, Deng Cai andJianke Zhu, “Bilevel Visual Words Coding for Image Classification”,IJCAI2013.

[48]Chenxia Wu,Jianke Zhu,Jiemi Zhang, Chun Chen and Deng Cai, “A Convolutional Treelets Binary Feature Approach to Fast Keypoint Recognition,”ECCV 2012.

[49]Chaoqun Hong,Jianke Zhu, Mingli Song and Yinting Wang, “Realtime Object Matching with Robust Dominant Orientation Templates,”ICPR 2012.

[50]Chenxia Wu,Jianke Zhuand Jiemi Zhang, “A Content-based Video Copy Detection Method with Randomly Projected Binary Features,”CVPR Workshop on LSVSM 2012.

[51]Jiajun Bu, Bin Xu, Chenxia Wu, Chun Chen,Jianke Zhu, Deng Cai and Xiaofei He, “Unsupervised face-name association via commute distance”,ACM Multimedia 2012.

[52]Jianke Zhu, Hao Ma, Jiajun Bu and Chun Chen, “Social Recommendation Using Low-Rank Semidefinite Program,”AAAI 2011.

[53]Dayong Wang, Steven C. H. Hoi, Ying He andJianke Zhu, “Retrieval-based face annotation by weak label regularized local coordinate coding,”ACM Multimedia 2011: 353-362.

[54]Jianke Zhu,Luc Van GoolandSteven C.H. Hoi, “Unsupervised Face Alignment by Robust Nonrigid Mapping,”IEEE International Conference on Computer Vision (ICCV2009).

[55]Zenglin Xu, Rong Jin,Jianke Zhu, Irwin King, Michael R. Lyu and Zhirong Yang, 'Adaptive Regularization for Transductive Support Vector Machine,'Advances in Neural Information Processing Systems(NIPS2009).

[56]Lei Wu, Rong Jin, Steven C.H. Hoi,Jianke Zhuand Nenghai Yu, 'Learning Bregman Distance Functions and Its Application for Semi-Supervised Clustering,'Advances in Neural Information Processing Systems(NIPS2009).

[57]Jianke Zhu, Steven C.H. HoiandMichael R. Lyu, “Nonrigid Shape Recovery by Gaussian Process Regression,”IEEE Conference on Computer Vision and Pattern Recognition (CVPR2009).

[58]Lei Wu, Steven C.H. Hoi, Rong Jin,Jianke Zhuand Nenghai Yu, “Distance Metric Learning from Uncertain Side Informationwith Application to Automated Photo Tagging,”ACM Multimedia 2009.

[59]Jianke Zhu, Steven C.H. Hoi, Michael R. Lyuand Shuicheng Yan, “Near-Duplicate Keyframe RetrievalbyNonrigid Image Matching,”ACM Multimedia 2008.

[60]Jianke Zhu, Steven C.H. Hoi, Zenglin Xu and Michael R. Lyu, “An Effective Approach to3D Deformable SurfaceTracking,”The 10th European Conference on Computer Vision (ECCV2008).

[61]Steven C.H. Hoi, Rong Jin,Jianke Zhuand Michael R. Lyu, “Semi-Supervised SVM Batch Mode Active Learning for Image Retrieval,”IEEE Conference on Computer Vision and Pattern Recognition (CVPR2008).

[62]Jianke Zhuand Michael R. Lyu, 'Progressive Finite Newton Approach to Real-time Nonrigid Surface Detection,'IEEE Conference on Computer Vision and Pattern Recognition (CVPR2007), June 19-21, 2007.

[63]Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu, 'A Multi-Scale Tikhonov Regularization Scheme for Implicit Surface Modelling,'IEEE Conference on Computer Vision and Pattern Recognition (CVPR2007), June 19-21, 2007.

[64]Zenglin Xu, Rong Jin,Jianke Zhu, Irwin King and Michael R. Lyu, 'Efficient Convex Relaxation for Transductive Support Vector Machine,'Advances in Neural Information Processing Systems(NIPS2007).

[65]Jianke Zhu, Steven C.H. Hoi and Michael R. Lyu, “The Real-Time Non-Rigid Shape Recovery via Active Appearance Models for Augmented Reality,” inProceedings of The 9th European Conference on Computer Vision (ECCV2006), LNCS 3951,Graz, May 7-13, 2006, pp.12-23.

[66]Steven C.H. Hoi, Rong Jin,Jianke Zhuand Michael R. Lyu, “Batch Mode Active Learning and Its Application to Medical Image Classification,”The 23th International Conference on Machine Learning (ICML2006),Pittsburgh, June 25-29, 2006.

[67]Zenglin Xu, Kaizhu Huang,Jianke Zhu, Irwin King and Michael R. Lyu,'Kernel Maximum a Posteriori Classification with Error Bound Analysis,'International Conference on Neural Information Processing (ICONIP2007), LNCS 4984,2008, pp.841–850.

[68]Zenglin Xu,Jianke Zhu, Michael R. Lyu and Irwin King,'Semi-supervised Spectral Kernel Learning,'International Joint Conference on Neural Networks (IJCNN2007).

[69]Hongbo Deng,Jianke Zhu, Michael R. Lyu, Irwin King, 'Two-Stage Multi-Class AdaBoost for Facial Expression Recognition,'International Joint Conference on Neural Networks (IJCNN2007).

[70]Chon Fong Wong,Jianke Zhu, Mang I Vai and Peng Un Mak, “Face Image Retrieval with Relevance Feedback Using Lifting Wavelets Features,”inApplied and Numerical Harmonic Analysis Series, Tao Qian (ed.),Springer, 2006.

[71]Jianke Zhu, Steven C.H. Hoi, Edward Yau and Michael R. Lyu, “Automatic 3D Face Modeling Using 2D Active Appearance Models,”inProceedings of the 13th Pacific Conference on Computer Graphics and Applications (PG2005), Macau, China, October 12-14,2005.

[72]Steven C.H. Hoi,Jianke Zhuand Michael R. Lyu,“CUHK at ImageCLEF 2005: Cross-Language and Cross-Media Image Retrieval,”inProceedings of Cross Language Evaluation Forum (CLEF2005), LNCS 4022,Vienna, Austria, 2006.

[73]Chon Fong Wong,Jianke Zhu, Mang I Vai and Peng Un Mak, “Face Image Retrieval in Video Sequences Using Lifting Wavelets Transform Feature Extraction,”inProceedings International Symposium on Computer Electronics (ICSE2005), Macau.

[74]Jianke Zhu,Mang I Vai and Peng Un Mak,“Gabor Wavelets Transform and Extended Nearest Feature Space Classifier for Face Recognition,”inProceedings Third International Conference on Image and Graphics (ICIG2004),Hong Kong, Dec. 28-30, 2004, pp.372-379.

[75]Jianke Zhu,Mang I Vai and Peng Un Mak,“A New Enhanced Nearest Feature Space (ENFS) Classifier for Gabor Wavelets Features Based Face Recognition,”inProceedings First International Conference on Biometrics Authentication (ICBA2004), LNCS 3072,Hong Kong, July 15-17, 2004, pp.124-131.

[76]Jianke Zhu,Mang I Vai and Peng Un Mak,“Face Recognition Using 2D DCT with PCA.” The 4th Chinese Conference on Biometric Recognition (Sinobiometrics'03), Beijing, PR China.

1.Jianke Zhu,PhDThesis, Supervisor: Prof. Michael R. Lyu,“Deformable Surface Recovery and Its Applications”,Department ofComputer Science and Engineering,The Chinese University of Hong Kong, Hong Kong, December, 2008。

2. Jianke Zhu, Master Thesis, Supervisor:Prof. Mang I Vai andProf. Peng Un Mak,“Real-time Face Recognition System”,Department of Electrical and Electronics Engineering, University of Macau, Macau, March, 2005. ^[1]