The Video and Image Analysis and Machine Intelligence Group is now composed of 1 Professor, namely, Dr. Jian-Huang Lai, 3 Associate Professors, namely, Dr. Haifeng Hu, Dr. Huicheng Zheng, and Dr. Wei-Shi Zheng, 5 Ph.D. students, and 61 master students. The lab has established a cooperative relationship with several universities, research institutes, and companies. Our current research directions are listed as below:
1) Nonlinear data clustering and data mining.
We develop the multi-exemplar affinity propagation algorithm [1] and study the support vector based clustering methods [2,3]. We are also interested in community discovery in content-based networks [4].
2) Face recognition.
We are doing research in the small sample size problem of face recognition [5] and single image based face recognition [6]. Face hallucination is also one of our on-going research topics[7].
3) Video analysis.
The video analysis across multiple camera views is one of our main research topics. We investigate the problem of association of tracked pedestrians across multiple disjoint camera views [8,9]. We are also interested in the Kinect based applications and we have developed a 3-D auto dressing system based on Kinect.
[1]. Chang-Dong Wang, Jian-Huang Lai, Jun-Yong Zhu and Ching Y. Suen. Multi-exemplar affinity propagation. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 35, No. 9, pp.2223-2237, 2013.
[2]. Chang-Dong Wang, Jian-Huang Lai, Dong Huang and Wei-Shi Zheng. SVStream: A Support Vector-Based Algorithm for Clustering Data Streams, Vol. 25, No. 6, pp. 1410-1424, 2013.
[3]. Chang-Dong Wang and Jian-Huang Lai. Position regularized Support Vector Domain Description. Pattern Recognition, Vol. 46, No. 3, pp. 875-884, 2013.
[4]. Chang-Dong Wang, Jian-Huang Lai and Philip S. Yu. NEIWalk: Community discovery in dynamic content-based networks. IEEE Transactions on Knowledge and Data Engineering, in press.
[5]. Yu Chen, Wei-Shi Zheng, Xiao-Hong Xu, Jian-Huang Lai,Discriminant subspace learning constrained by locally statistical uncorrelation for face recognition,Neural Networks , Vol. 42,pp.23-43, 2013.
[6]. Na Liu, Jian-Huang Lai, Wei-Shi Zheng, A Facial Sparse Descriptor for Single Image Based Face Recognition, Neurocomputing, Vol.93, pp. 77-87, 2012.
[7]. Yan Liang, Xiaohua Xie, Jian-Huang Lai, Face hallucination based on morphological component analysis, Signal Processing, Vol. 93, No. 2, pp.445-458, 2013.
[8]. Guoyun Lian, Jian-Huang Lai and Wei-Shi Zheng. Spatial-temporal consistent labeling of tracked pedestrians across non-overlapping camera views. Pattern Recognition, Vol. 44, No. 5, pp. 1121-1136, 2011.
[9]. Guoyun Lian, Jian-Huang Lai, Ching Y. Suen and Pei Chen, Matching of Tracked Pedestrians across Disjoint Camera Views Using CI_DLBP, IEEE Transactions on Circuits and Systems for Video Technology, Vol. 22 , No.7 , pp 1087-1099, 2012.
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