Multi-Feature Pattern Recognition

This chapter focuses on feature selection and classification of multi-feature patterns. Micro array based cancer classification and image based face recognition are discussed. A detailed review of hand gesture recognition algorithms and techniques is included. The hand gesture recognition algorithms are surveyed by classifying them into three categories (a) hidden Markov model based methods, (b) neural network and learning based methods, and (c) the other methods. A list of available hand gesture databases is provided.

[1]  Bian Wu,et al.  A hand gesture recognition system based on local linear embedding , 2005, J. Vis. Lang. Comput..

[2]  Sébastien Marcel,et al.  Hand gesture recognition using input-output hidden Markov models , 2000, Proceedings Fourth IEEE International Conference on Automatic Face and Gesture Recognition (Cat. No. PR00580).

[3]  Jin-Hyung Kim,et al.  An HMM-Based Threshold Model Approach for Gesture Recognition , 1999, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  Seong-Whan Lee,et al.  Gesture Spotting and Recognition for Human–Robot Interaction , 2007, IEEE Transactions on Robotics.

[5]  Joachim M. Buhmann,et al.  Distortion Invariant Object Recognition in the Dynamic Link Architecture , 1993, IEEE Trans. Computers.

[6]  Tao Zhang,et al.  Adaptive visual gesture recognition for human-robot interaction using a knowledge-based software platform , 2007, Robotics Auton. Syst..

[7]  Gregory Piatetsky-Shapiro,et al.  Microarray data mining: facing the challenges , 2003, SKDD.

[8]  Mu-Chun Su,et al.  A fuzzy rule-based approach to spatio-temporal hand gesture recognition , 2000, IEEE Trans. Syst. Man Cybern. Part C.

[9]  S. Mitra,et al.  Gesture Recognition: A Survey , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[10]  Ho-Sub Yoon,et al.  Hand gesture recognition using combined features of location, angle and velocity , 2001, Pattern Recognit..

[11]  Ai Poh Loh,et al.  Attention Based Detection and Recognition of Hand Postures Against Complex Backgrounds , 2012, International Journal of Computer Vision.

[12]  Bogdan Kwolek The usage of hidden Markov models in the vision system of a mobile robot , 2001, Proceedings of the Second International Workshop on Robot Motion and Control. RoMoCo'01 (IEEE Cat. No.01EX535).

[13]  Ai Poh Loh,et al.  Hand Posture Recognition Using Neuro-Biologically Inspired Features , 2010, FIRA.

[14]  Ying Wu,et al.  Vision-Based Gesture Recognition: A Review , 1999, Gesture Workshop.

[15]  Daniel Kelly,et al.  A person independent system for recognition of hand postures used in sign language , 2010, Pattern Recognit. Lett..

[16]  Andreas Alexander Albrecht,et al.  Stochastic local search for the Feature Set problem, with applications to microarray data , 2006, Appl. Math. Comput..

[17]  Norbert Krüger,et al.  Face Recognition by Elastic Bunch Graph Matching , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[18]  Tamás Szirányi,et al.  User-adaptive hand gesture recognition system with interactive training , 2005, Image Vis. Comput..

[19]  Z. Pawlak Rough sets and fuzzy sets , 1985 .

[20]  Ming Xie,et al.  Estimation of the fundamental matrix from uncalibrated stereo hand images for 3D hand gesture recognition , 2003, Pattern Recognit..

[21]  Chung-Lin Huang,et al.  Hand gesture recognition using a real-time tracking method and hidden Markov models , 2003, Image Vis. Comput..

[22]  Stan Sclaroff,et al.  A Unified Framework for Gesture Recognition and Spatiotemporal Gesture Segmentation , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[23]  Prahlad Vadakkepat,et al.  HAND POSTURE AND FACE RECOGNITION USING A FUZZY-ROUGH APPROACH , 2010 .

[24]  Ai Poh Loh,et al.  Fuzzy-rough discriminative feature selection and classification algorithm, with application to microarray and image datasets , 2011, Appl. Soft Comput..

[25]  Jochen Triesch,et al.  A System for Person-Independent Hand Posture Recognition against Complex Backgrounds , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[26]  Rama Chellappa,et al.  Human and machine recognition of faces: a survey , 1995, Proc. IEEE.

[27]  Jochen Triesch,et al.  Object Recognition with Multiple Feature Types , 1998 .

[28]  Narendra Ahuja,et al.  Detecting Faces in Images: A Survey , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[29]  Norbert Krüger,et al.  Face recognition by elastic bunch graph matching , 1997, Proceedings of International Conference on Image Processing.

[30]  Tsukasa Ogasawara,et al.  A hand-pose estimation for vision-based human interfaces , 2003, IEEE Trans. Ind. Electron..

[31]  Qing Chen,et al.  Hand Gesture Recognition Using Haar-Like Features and a Stochastic Context-Free Grammar , 2008, IEEE Transactions on Instrumentation and Measurement.

[32]  Ai Poh Loh,et al.  Graph matching based hand posture recognition using neuro-biologically inspired features , 2010, 2010 11th International Conference on Control Automation Robotics & Vision.

[33]  Narendra Ahuja,et al.  Extraction of 2D Motion Trajectories and Its Application to Hand Gesture Recognition , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[34]  J. Mesirov,et al.  Molecular classification of cancer: class discovery and class prediction by gene expression monitoring. , 1999, Science.

[35]  Nianjun Liu,et al.  Evaluation of HMM training algorithms for letter hand gesture recognition , 2003, Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology (IEEE Cat. No.03EX795).

[36]  Agnès Just,et al.  A comparative study of two state-of-the-art sequence processing techniques for hand gesture recognition , 2009, Comput. Vis. Image Underst..

[37]  Richard Bowden,et al.  A boosted classifier tree for hand shape detection , 2004, Sixth IEEE International Conference on Automatic Face and Gesture Recognition, 2004. Proceedings..

[38]  Biing-Hwang Juang,et al.  Hidden Markov Models for Speech Recognition , 1991 .

[39]  Xindong Wu,et al.  RIEVL: Recursive Induction Learning in Hand Gesture Recognition , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[40]  S T Roweis,et al.  Nonlinear dimensionality reduction by locally linear embedding. , 2000, Science.

[41]  Stan Sclaroff,et al.  Estimating 3D hand pose from a cluttered image , 2003, 2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings..

[42]  Chun-Liang Tung,et al.  Dynamic hand gesture recognition using hierarchical dynamic Bayesian networks through low-level image processing , 2008, 2008 International Conference on Machine Learning and Cybernetics.

[43]  Attila Lics,et al.  Dynamic training of hand gesture recognition system , 2004, Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004..

[44]  Vladimir Pavlovic,et al.  Visual Interpretation of Hand Gestures for Human-Computer Interaction: A Review , 1997, IEEE Trans. Pattern Anal. Mach. Intell..

[45]  Tosiyasu L. Kunii,et al.  Model-based analysis of hand posture , 1995, IEEE Computer Graphics and Applications.

[46]  Surendra Ranganath,et al.  Automatic Sign Language Analysis: A Survey and the Future beyond Lexical Meaning , 2005, IEEE Trans. Pattern Anal. Mach. Intell..

[47]  Mario Vento,et al.  Thirty Years Of Graph Matching In Pattern Recognition , 2004, Int. J. Pattern Recognit. Artif. Intell..

[48]  Shuzhi Sam Ge,et al.  Hand Gesture Recognition and Tracking based on Distributed Locally Linear Embedding , 2006, 2006 IEEE Conference on Robotics, Automation and Mechatronics.

[49]  Ying Wu,et al.  View-independent recognition of hand postures , 2000, Proceedings IEEE Conference on Computer Vision and Pattern Recognition. CVPR 2000 (Cat. No.PR00662).

[50]  Aditya Ramamoorthy,et al.  Recognition of dynamic hand gestures , 2003, Pattern Recognit..

[51]  Yongsheng Gao,et al.  Face Recognition Using Line Edge Map , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[52]  Mircea Nicolescu,et al.  Vision-based hand pose estimation: A review , 2007, Comput. Vis. Image Underst..

[53]  Surendra Ranganath,et al.  Real-time gesture recognition system and application , 2002, Image Vis. Comput..

[54]  Sumantra Dutta Roy,et al.  Hand gesture modelling and recognition involving changing shapes and trajectories, using a Predictive EigenTracker , 2007, Pattern Recognit. Lett..