Publication

[Book Chapter][Journal] [Conference] [Dissertation] [Workshop, tech report, and others]

Book Chapter

[B2] Face Detection [Chapter page in SpringerLink]
Stan Z. Li and Jianxin Wu
Chapter 11, in S. Z. Li and A. K. Jain eds. Handbook of Face Recognition (2nd edition), Spring, 2011, pages 277-303.

[B1] Object Detection [Chapter page in SpringerLink]
Jianxin Wu and James M. Rehg
Chapter 8, in C. Zhang and Y. Ma eds. Ensemble Machine Learning: Methods and Applications, Spring, 2012, pages 225-250.

Referred Journal Papers

[J10] Efficient HIK SVM Learning for Image Classification [pdf][project page with source code: libHIK][libHIK mirror page]
Jianxin Wu
IEEE Transactions on Image Processing, 21(10), 2012: pp. 4442-4453.

[J9] Probabilistic Classifiers with a Generalized Gaussian Scale Mixture Prior [pdf]
Guoqing Liu, Jianxin Wu, and Suiping Zhou
Pattern Recognition, 46(1), 2013: pp. 332-345.

[J8] Efficient and Effective Visual Codebook Generation Using Additive Kernels [pdf][project page with source code: libHIK][libHIK mirror page]
Jianxin Wu, Wei-Chian Tan, and James M. Rehg
Journal of Machine Learning Research, 12(Nov), 2011: pp. 3097−3118.

[J7] CENTRIST: A Visual Descriptor for Scene Categorization [pdf][project page with source code: libHIK for CENTRIST, and PACT][libHIK mirror page]
Jianxin Wu and James M. Rehg
IEEE Transactions on Pattern Analysis and Machine Intelligence, 33(8), 2011: pp. 1489-1501.

[J6] Exploratory under-sampling for class-imbalance learning [pdf][project page with source code]
Xu-Ying Liu, Jianxin Wu, and Zhi-Hua Zhou
IEEE Transactions on Systems, Man, and Cybernetics -- Part B: Cybernetics, 39(2), 2009: pp. 539-550.

[J5] Fast Asymmetric Learning for Cascade Face Detection [pdf] [project page with source code]
Jianxin Wu, S. Charles Brubaker, Matthew D. Mullin, and James M. Rehg
IEEE Transactions on Pattern Analysis and Machine Intelligence, 30(3), 2008: pp. 369-382.

[J4] On the Design of Cascades of Boosted Ensembles for Face Detection [SpringerLink page]
S. Charles Brubaker, Jianxin Wu, Jie Sun, Matthew D. Mullin, and James M. Rehg
International Journal of Computer Vision, 77(1-3), 2008, pp.65-86.

[J3] Efficient Face Candidates Selector for Face Detection [pdf][project page with demo]
Jianxin Wu and Zhi-Hua Zhou
Pattern Recognition, 36(5), 2003: 1175-1186.

[J2] Ensembling Neural Networks: Many Could Be Better Than All [pdf][project page with source code]
Zhi-Hua Zhou, Jianxin Wu, and Wei Tang
Artificial Intelligence, 137(1-2), 2002: 239-263.

[J1] Face Recognition with One Training Image per Person [pdf][project page with data information]
Jianxin Wu and Zhi-Hua Zhou
Pattern Recognition Letters, 23(14), 2002: 1711-1719.

Referred Conference Papers

[C26] Remora: Sensing Resource Sharing Among Smartphone-based Body Sensor Networks [pdf]
Matthew Keally, Gang Zhou, Guoliang Xing, Jianxin Wu
IEEE/ACM International Symposium on Quality of Services (IWQoS 2013), Montreal Canada, June 2013, pp. xx-xx. (full paper, 28% aceeptane)

[C25] Reduced Heteroscedasticity Linear Regression for Nyström Approximation [pdf]
Hao Yang and Jianxin Wu
In: Proc. The 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013), Beijing China, Aug. 2013, pp. xx-xx. (28% total acceptance, poster paper)

[C24] Salient Object Cutout Using Google Images [pdf]
Hongyuan Zhu, Jianfei Cai, Jianmin Zheng, Jianxin Wu, and Nadia Thalmann
In: Proc. 2013 IEEE International Symposium on Circuits and Systems (ISCAS 2013), Beijing, China, May 2013, pp. xx - xx.

[C23] A New Network-based Algorithm for Human Group Activity Recognition in Videos [pdf]
Gaojian Li, Weiyao Lin, Sheng Zhang, Jianxin Wu, Yuanzhe Chen, and Hui Wei
In: Proc. 19th Conference on Multimedia Modeling, Huangshan (MMM 2013), Huangshan, China, Jan 2013, LNCS 7732, pp. 163-173.

[C22] Object Templates for Visual Place Categorization [pdf]
Hao Yang and Jianxin Wu
In: Proc. 11th Asian Conference on Computer Vision (ACCV 2012), Daejeon, Korea, Nov 2012, LNCS 7727, pp. 470-483. (poster, 31+201/869, 3.6%+23.2%)

[C21] Exclusive Visual Descriptor Quantization [pdf]
Yu Zhang, Jianxin Wu, and Weiyao Lin
In: Proc. 11th Asian Conference on Computer Vision (ACCV 2012), Daejeon, Korea, Nov 2012, LNCS 7724, pp. 408-421. (poster, 31+201/869, 3.6%+23.2%)

[C20] Key Instance Detection in Multi-Instance Learning [pdf]
Guoqing Liu, Jianxin Wu, and Zhi-Hua Zhou
In: Proc. 4th Asian Conference on Machine Learning (ACML 2012), Singapore, Singapore, Nov 2012, JMLR W&CP 25:253-268, 2012.

[C19] Pratical Large Scale Classification with Additive Kernels [pdf]
Hao Yang and Jianxin Wu
In: Proc. 4th Asian Conference on Machine Learning (ACML 2012), Singapore, Singapore, Nov 2012, pp. JMLR W&CP 25:523-538, 2012.

[C18] A new heat-map-based algorithm for human group activity recognition [pdf]
Hang Chu, Weiyao Lin, Jianxin Wu, Xingtong Zhou, Yuanzhe Chen, Hongxiang Li
In: Proc. 20th ACM International Conference on Multimedia (MM 2012), Nara, Japan, Oct-Nov 2012, pp. 1069-1072. (short paper) -- (acceptance rate: 20.2% full, 31.2% short)

[C17] Power Mean SVM for Large Scale Visual Classification [pdf][PmSVM software][PmSVM software mirror page]
Jianxin Wu
In: Proc. The IEEE Int'l Conference on Computer Vision and Pattern Recognition (CVPR 2012), Providence, USA, June 2012, pp. 2344-2351. (acceptance rate: 48+418/1933=24.1%)
[C16] Facial Expression Mapping based on Elastic and Muscle-Distribution-based Models [pdf]
Yihao Zhang, Weiyao Lin, Bin Sheng, Jianxin Wu, Hongxiang Li, Chongyang Zhang
In: Proc. The 2012 International Symposium on Circuits and Systems (ISCAS 2012), Seoul, Korea, May 2012, pp. 2685-2688.

[C15] PBN: Towards Practical Acitvity Recognition Using Smartphone-Based Body Sensor Networks [pdf]
Matthew Keally, Gang Zhou, Guoliang Xing, Jianxin Wu, Andrew Pyles
In: Proc. The 9th ACM Conference on Embedded Networked Sensor Systems (Sensys 2011), Seattle, USA, Nov. 2011, pp. 246-259. (24/123=19.5% Acceptance Rate)

[C14] Probit Classifiers with a Generalized Gaussian Scale Mixture Prior [pdf]
Guoqing Liu, Jianxin Wu, and Suiping Zhou
In: Proc. The 22nd International Joint Conference on Artificial Intelligence (IJCAI 2011), Barcelona, Spain, July 2011, pp. 1372-1377. (poster, 227 oral+173poster=400/1325=30%)

[C13] Real-Time Human Detection Using Contour Cues [pdf][C4 project page with source code][C4 mirror page]
Jianxin Wu, Christopher Geyer, and James M. Rehg
In: Proc. The 2011 IEEE Int'l Conference on Robotics and Automation (ICRA 2011), Shanghai, China, May 2011, pp. 860-867. (49%  rate, 2004 submission = 1968 papers + 36 videos)

[C12] Balance Support Vector Machines Locally Using the Structural Similarity Kernel [pdf] [proejct page with source code]
Jianxin Wu
In: Proc. The 15th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2011), Shenzhen, China, May 2011, pp I-(112-123). (Acceptance rate: 27.2% = 90/331)

[C11] Exploiting Sensing Diversity for Confident Sensing in Wireless Sensor Networks [pdf]
Matthew Keally, Gang Zhou, Guoliang Xing, and Jianxin Wu
In: Proc. The 30th IEEE Int'l Conference on Computer Communications (INFOCOM 2011), Shanghai, China, Apr. 2011, pp. 1719-1727. (Rate: 15.96% = 291/1823) NTU wants this, sigh ...

[C10] A Fast Dual Method for HIK SVM Learning [pdf] [libHIK project page with source code][libHIK mirror page]
Jianxin Wu
In: Proc. The 11th European Conference on Computer Vision (ECCV 2010), Crete, Greece, Sep. 2010, LNCS vol. 6312, pp. 552-565.

[C9] Visual Place Categorization: Problem, Dataset, and Algorithm [pdf][VPC dataset][VPC workshop]
Jianxin Wu, Henrik Christensen, and James M. Rehg
In: Proc. The 2009 IEEE/RSJ Int'l Conference on Intelligent Robots and Systems (IROS 2009), St. Louis, USA, Oct. 2009, pp. 4763-4770.

[C8] Beyond the Euclidean distance: Creating effective visual codebooks using the histogram intersection kernel [pdf] [libHIK project page with source code][libHIK mirror page]
Jianxin Wu and James M. Rehg
In: Proc. The 12th International Conference on Computer Vision (ICCV 2009), Kyoto, Japan, Sep 2009, pp. 630-637.

[C7] Where am I: Place instance and category recognition using spatial PACT [pdf] [project page with source code]
Jianxin Wu and James M. Rehg
In: Proc. The IEEE Int'l Conference on Computer Vision and Pattern Recognition (CVPR 2008), Anchorage, USA, Jun. 2008, pp. 1-8.

[C6] A Scalable Approach to Activity Recognition based on Object Use [pdf]
Jianxin Wu, Adebola Osuntogun, Tanzeem Choudhury, Matthai Philipose, and James M. Rehg
In: Proc. The 11th International Conference on Computer Vision (ICCV 2007), Rio de Janeiro, Brazil, Oct. 2007, pp. 1-8.

[C5] Exploratory Under-Sampling for Class-Imbalance Learning [pdf][project page with source code]
Xu-Ying Liu, Jianxin Wu, and Zhi-Hua Zhou
In: Proc. The IEEE International Conference on Data Mining (ICDM 2006), Hong Kong, China, Dec. 2006, pp. 965-969.

[C4] Linear Asymmetric Classifier for Cascade Detectors [pdf][project page with source code]
Jianxin Wu, Matthew D. Mullin, and James M. Rehg
In: Proc. The 22nd International Conference on Machine Learning (ICML 2005), Bonn, Germany, Aug. 2005, pp. 993-1000.

[C3] Learning a Rare Event Detection Cascade by Direct Feature Selection [pdf][project page with source code]
Jianxin Wu, James M. Rehg, and Matthew D. Mullin
In: Proc. Advances in Neural Information Processing Systems 16 (NIPS 2003), Vancouver, Canada, Dec. 2003, pp. 1523-1530.

[C2] Genetic algorithm based selective neural network ensemble [pdf][project page with source code]
Zhi-Hua Zhou, Jian-Xin Wu, Yuan Jiang, and Shi-Fu Chen
In: Proc. The 17th International Joint Conference on Artificial Intelligence (IJCAI 2001), Seattle, USA, Aug. 2001, vol.2, pp. 797-802.

[C1] Ensemble of GA based selective neural network ensembles [pdf][project page with source code]
Jian-Xin Wu, Zhi-Hua Zhou, and Zhao-Qian Chen
In: Proc. The 8th International Conference on Neural Information Processing (ICONIP 2001), Shanghai, China, Nov. 2001, vol. 3, pp. 1477-1482.

Ph.D. Dissertation

Visual Place Categorization [pdf file, about 4.7M]
Ph.D. Dissertation in College of Computing, Georgia Institute of Technology, supervised by Dr. James M. Rehg

Other papers

[W5] Additive Kernels and Explicit Embeddings for Large Scale Computer Vision Problems [Materials]
Tutorial in ECCV 2012,  with Andrea Vedaldi (Univ. of Oxford, UK), Subhransu Maji (TTI Chicago, USA), and Florent Perronnin (Xerox Research Center Europe)

[W4] Layout-expectation-based Model for Image Search Re-ranking [pdf]
International Workshop on Emerging Multimedia Systems and Applications, in conjunction with ICME 2012.

[W3] Histogram Intersection Kernel Learning for Multimedia Applications [pdf]
Tutorial in the 2010 Pacific-Rim Conference on Multimedia, Sept. 21, 2010, Shanghai.

[W2] Towards the Optimal Training of Cascades of Boosted Ensembles [SpringerLink page]
S. Charles Brubaker, Jianxin Wu, Jie Sun, Matthew D. Mullin, and James M. Rehg
Toward Category-Level Object Recognition 2006 (LNCS 4170): pages 301-320.

[W1] Learning a Rare Event Detection Cascade by Direct Feature Selection
Jianxin Wu, James M. Rehg, and Matthew D. Mullin
SCTV 2003, in conjunction with ICCV 2003.