基于深度学习的起重机吊运手势识别Crane's lifting gestures recognition based on deep learning
汪涛,张建德
摘要(Abstract)：
起重机工作环境嘈杂,指挥员的吊运手势在作业现场发挥着重要的作用,设计一个自动化吊运手势识别系统非常必要。以深度学习算法中卷积神经网络为基础方法,构建由静态手势模块和动态手势模块组成的复合神经网络模型,提取吊运手势的特征,最后对特征进行组合并识别。实验结果表明,该系统能够有效地识别吊运手势。
关键词(KeyWords)： 吊运手势;卷积神经网络;手势分割;深度学习;颜色空间;特征提取
基金项目(Foundation): 江苏省自然科学基金青年基金项目(BK20150731);; 江苏省高校自然科学基金面上项目(15KJB520014)~~
作者(Author): 汪涛,张建德
DOI: 10.16652/j.issn.1004-373x.2018.23.027
参考文献(References)：
- [1]WENG H L,ZHAN Y W.Vision-based hand gesture recognition with multiple cues[J].Computer engineering&science,2012,34(2):123-127.
- [2]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.
- [3]杨纪争,冯筠,卜起荣,等.面向静态手势识别的边缘序列递归模型算法[J].计算机辅助设计与图形学学报,2017,29(4):599-606.YANG Jizheng,FENG Jun,BU Qirong,et al.Gesture recognition algorithm based on contour sequence recursive model[J].Journal of computer-aided design&computer graphics,2017,29(4):599-606.
- [4]FENG Z Q,YANG X W,XU T,et al.Gesture recognition based on combining gesture binary descriptor and Hausdorff-like distance[J].Acta electronica Sinica,2017,45(9):2281-2291.
- [5]陶丽君,李翠华,张希婧,等.基于Kinect传感器深度信息的动态手势识别[J].厦门大学学报(自然科学版),2013,52(4):493-497.TAO Lijun,LI Cuihua,ZHANG Xijing,et al.Dynamic gesture recognition based on Kinect depth data[J].Journal of Xiamen University(natural science),2013,52(4):493-497.133
- [6]XU Y,WANG Q,BAI X,et al.A novel feature extracting method for dynamic gesture recognition based on support vector machine[C]//2014 IEEE International Conference on Information and Automation.Hailar:IEEE,2014:437-441.
- [7]SERMANET P,KAVUKCUOGLU K,CHINTALA S,et al.Pedestrian detection with unsupervised multi-stage feature learning[C]//2013 IEEE Conference on Computer Vision and Pattern Recognition.Portland:IEEE,2013:3626-3633.
- [8]ZHANG C,ZHANG Z.Improving multiview face detection with multi-task deep convolutional neural networks[C]//2014IEEE Winter Conference on Application of Computer Vision Steamboat:IEEE,2014:1036-1041.
- [9]吴要领.基于YCrCb色彩空间的人脸检测算法的设计与实现[D].成都:电子科技大学,2013.WU Yaoling.YCrCb color space face detection algorithm based on the design and implementation[D].Chengdu:University of Electronic Science and Technology of China,2013.
- [10]彭雅琴,成孝刚.一种优化的卷积神经网络深度学习算法[J].现代电子技术,2016,39(23):179-181.PENG Yaqin,CHENG Xiaogang.An optimized deep learning algorithm of convolutional neural networks[J].Modern electronics technique,2016,39(23):179-181.
- [11]SAXE A M,PANG W,KOH Z,et al.On random weights and unsupervised feature learning[C]//Proceeding of 2011 International Conference on Machine Learning.Bellevue:ACM,2011:1089-1096.