Gesture Recognition Based on Modified Adaptive Orthogonal Matching Pursuit Algorithm
LI Bei1;SUN Ying1,2;LI Gongfa1,2,3;JIANG Guozhang1,2,5;KONG Jianyi1,2;JIANG Du1,4;CHEN Disi1,3
1.Key Laboratory of Metallurgical Equipment and Control Technology of Ministry of Education,Wuhan University of Science and Technology,Wuhan,430081
2.Research Center for Biomimetic Robot and Intelligent Measurement and Control,Wuhan University of Science and Technology,Wuhan,430081
3.Institute of Precision Manufacturing,Wuhan University of Science and Technology,Wuhan,430081
4.Hubei Key Laboratory of Mechanical Transmission and Manufacturing Engineering,Wuhan University of Science and Technology,Wuhan,430081
5.The Research Institute of 3D Printing and Intelligent Manufacturing Engineering,Wuhan University of Science and Technology,Wuhan,430081
Online:2018-07-25
Published:2018-07-27
Supported by:
National Natural Science Foundation of China (No. 51575407,51575338,51575412,61273106)
[1]关然,徐向民,罗雅愉,等.基于计算机视觉的手势检测识别技术[J].计算机应用与软件,2013,30(1):155-159.
GUAN Ran,XU Xiangmin,LUO Yayu,et al.A Computer Vision-based Gesture Detection and Recognition Technique[J].Computer Applications and Software,2013,30(1):155-159.
[2]易靖国,程江华,库锡树.视觉手势识别综述[J].计算机科学,2016,43(增1):103-108.
YI Jingguo,CHENG Jianghua,KU Xishu.Review of Gestures Recognition Based on Vision[J].Computer Science,2016,43(增1):103-108.
[3]李修志,吴健,崔志明,等.复杂交通场景中采用稀疏表示的车辆识别方法[J].中国图象图形学报,2012,17(3):90-95.
LI Xiuzhi,WU Jian,CUI Zhiming,et al.Sparse Representation Method of Vehicle Recognition in Complex Traffic Scenes[J].Journal of Image and Graphics,2012,17(3):90-95.
[4]CUI M,PRASAD S.Class-dependent Sparse Representation Classifier for Robust Hyperspectral Image Classification [J].IEEE Transactions on Geoscience & Remote Sensing,2015,53(5):2683-2695.
[5]WRIGHT J,YANG A Y,GANESH A,et al.Robust Face Recognition via Sparse Representation [J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2009,31(2):210-227.
[6]MENG F R,TANG Z Y,WANG Z X.An Improved Redundant Dictionary Based on Sparse Representation for Face Recognition [J].Multimedia Tools and Applications,2017,76(1):895-912.
[7]宁亚楠,李定主,韩燮,等.基于稀疏表示的手势识别方法[J].计算机工程与设计,2016,37(9):2548-2552.
NING Yanan,LI Dingzhu,HAN Xie,et al.Gesture Recognition Method Based on Sparse Representation[J].Computer Engineering and Design,2016,37(9):2548-2552.
[8]GUO Y M,ZHAO G Y,PIETIKAINEN M.Dynamic Facial Expression Recognition with Atlas Construction and Sparse Representation [J].IEEE Transactions on Image Processing,2016,25(5):1977-1992.
[9]MIAO W,LI G F,SUN Y,et al.Gesture Recognition Based on Sparse Representation[J].Int.J.Wireless and Mobile Computing,2016,11(4):348-356.
[10]YANG W J,KONG L F,WANG M Y.Hand Gesture Recognition Using Saliency and Histogram Intersection Kernel Based Sparse Representation [J].Multimedia Tools and Applications,2016,75(10):6021-6034.
[11]TROPP J A,GILBERT A C.Signal Recovery from Random Measurements via Orthogonal Matching Pursuit [J].IEEE Transactions on Information Theory,2007,53(12):4655-4666.
[12]NEEDELL D,VERSHYNIN R.Signal Recovery from Incomplete and Inaccurate Measurements via Regularized Orthogonal Matching Pursuit [J].IEEE Journal on Selected Topics in Signal Processing,2010,4(2):310-316.
[13]DONOHO D L,TSAIG Y,DRORI I,et al.Sparsesolution of Underdetermined Linear Equations by Stagewise Orthogonal Matching Pursuit [J].IEEE Transactions on Information Theory,2012,58(2):1094-1121.
[14]BLUMENSATH T,DAVIES M E.Stagewise Weak Gradient Pursuits [J].IEEE Transactions on Signal Processing,2009,57(11):4333-4346.
[15]杨真真,杨震,孙林慧.信号压缩重构的正交匹配追踪类算法综述[J].信号处理,2013,29(4):486-496.YANG Zhenzhen,YANG Zhen,SUN Linhui.A Survey on Orthogonal Matching Pursuit Type Algorithms for Signal Compression and Reconstruction[J].Signal Processing,2013,29(4):486-496.
[16]DONOHO D.For Most Large Underdetermined Systems of Linear Equations the Minimal l1-norm Solution is also the Sparsest Solution [J].Communications on Pure and Applied Mathematics,2006,59(6):797-829.
[17]CANDèS E J,ROMBERG J K,TAO T.Stable Signal Recovery from Incomplete and Inaccurate Measurements [J].Communications on Pure and Applied Mathematics,2006,59(8):1207-1223.
[18]杨成,冯巍,冯辉,等.一种压缩采样中的稀疏度自适应子空间追踪算法[J].电子学报,2010,38(8):1914-1917.
YANG Cheng,FENG Wei,FENG Hui,et al.A Sparsity Adaptive Subspace Pursuit Algorithm for Compressive Sampling[J].Acta Electronica Sinica,2010,38(8):1914-1917.
[19]李鑫滨,马阳,邱建坤,等.基于压缩感知弱匹配追踪算法的信号特征提取[J].中国机械工程,2014,25(24):3314-3319.
LI Xinbin,MA Yang,QIU Jiankun,et al.Feature Extraction Based on Compressed Sensing Weak Matching Pursuit Algorithm[J].China Mechanical Engineering,2014,25(24):3314-3319.