期刊文献+

一种基于手势的虚拟场景交互方法 被引量:2

Method on Hand Gesture-based Interaction in Virtual Scene
下载PDF
导出
摘要 手势作为一种自然的交互方式,不但方便了人与计算机的交互,而且也是对传统鼠标和键盘交互方式的一种有益补充。提出一种基于手势的虚拟环境交互方法,首先对视频采集到的手势图像进行预处理,获得手势二值图像,根据二值图像计算Zernike归一化矩,以获得手势的特征信息;然后利用BP神经网络对手势进行识别;最后根据识别的结果,驱动视点运动,实现虚拟场景的漫游。实验结果表明,该方法具有识别率高和稳定性好的优点。 Hand-gesture is a natural HCI manner.It not only facilitates the interaction between people and computers,but also provides a useful supplement on the traditional interaction as mouse and keyboard.A method on hand gesture-based interaction was proposed in virtual scene.Firstly,the binary image of hand gesture was got after image pre-processing,then zernike normalized moments was calculated to get features of hand-gesture.Finally,BP neural network was applied to hand-gesture recognition.It is successful to apply the method to walkthrough in virtual scene.The experiment results indicate that the method is high in recognition rate and stability.
作者 刘惠义 王治
出处 《系统仿真学报》 CAS CSCD 北大核心 2011年第12期2671-2675,共5页 Journal of System Simulation
基金 国家自然科学基金(60673186)
关键词 图像预处理 ZERNIKE矩 BP神经网络 人机交互 image pre-processing Zernike moments BP neural network human-computer interaction
  • 相关文献

参考文献11

  • 1栗阳,关志伟,陈由迪,戴国忠.基于手势的人机交互的研究[J].系统仿真学报,2000,12(5):528-533. 被引量:16
  • 2王西颖,戴国忠,张习文,张凤军.基于HMM-FNN模型的复杂动态手势识别[J].软件学报,2008,19(9):2302-2312. 被引量:39
  • 3王修晖,鲍虎军.基于自适应遗传算法的手势识别[J].计算机辅助设计与图形学学报,2007,19(8):1056-1062. 被引量:15
  • 4Yan-Wen Wu, Xue-Yi Ai. Face detection in color iinages using AdaBoost algorithm based on skin color information [C]// Proceedings of the 1st International Workshop on Knowledge Discovery and Data Mining, Adelaide, Australia, 2008. USA: IEEE Press, 2008: 339-342.
  • 5陈锻生,刘政凯.肤色检测技术综述[J].计算机学报,2006,29(2):194-207. 被引量:118
  • 6张洪明,赵德斌,高文,高文,高文.基于肤色模型、神经网络和人脸结构模型的平面旋转人脸检测[J].计算机学报,2002,25(11):1250-1256. 被引量:73
  • 7Garcia C, Zikos G, Tziritas G. Face Detection in Color Images using Wavelet Packet Analysis [C]// Proceedings of the 6th IEEE International Conference on Multimedia Computing and Systems, Florence, Italy, 1999. USA: IEEE, 1999: 703-708.
  • 8Chai D, Ngan K N. Locating facial region of a head- and- shoulders color image [C]// Proceedings of the 3rd. International Conference on Face & Gesture Recognition Automatic Face and Gesture Recognition, Nara, Japan, 1998. USA: IEEE, 1998: 124-129.
  • 9Alreza Khotanzad, YawHua Hong. Invariant Image Recognition by Zemike Moments [J]. IEEE Trans on Patter Analysis and Machine Intelligence (S0162-8828), 1990, 12(5): 489-497.
  • 10Ye Bin, Png Jia-xiong. Improvement and Invariance Analysis of Zemike Moments using as a Region-based Shape Descriptor [C]// Proceedings of 15th Brazilian Symposium on Computer Graphics and Image Processing, Fortaleza-CE, Brazil, 2002. USA: IEEE, 2002: 120-127.

二级参考文献138

  • 1潘志庚,邹鹏程,梁荣华.基于特征人脸和肤色统计的人脸检测[J].系统仿真学报,2004,16(6):1346-1349. 被引量:14
  • 2张晓华,山世光,曹波,高文,周德龙,赵德斌.CAS-PEAL大规模中国人脸图像数据库及其基本评测介绍[J].计算机辅助设计与图形学学报,2005,17(1):9-17. 被引量:40
  • 3朱继玉,王西颖,王威信,戴国忠.基于结构分析的手势识别[J].计算机学报,2006,29(12):2130-2137. 被引量:26
  • 4刘明宝.人脸检测与跟踪的研究:博士学位论文[M].哈尔滨:哈尔滨工业大学,1997..
  • 5羊昌荛.电视原理[M].北京:人民邮电出版社,1988..
  • 6Finlayson G.D.,Hordley S.D.,Hubel P.M..Colour by correllation:A simple,unifying framework for colour constancy.IEEE Transactions on Pattern Analysis and Machine Intelligence,2001,23(11):12097~1221.
  • 7Phung S.L.,Bouzerdoum A.,Chai D..Skin segmentation using color pixel classification:Analysis and comparison.IEEE Transactions on Pattern Analysis and Machine Intelligence,2005,27(1):149~154.
  • 8Storring M..Computer vision and human skin colour[Ph.D.dissertation].Computer Vision and Media Technology Laboratory,Aalborg University,Denmark,2004,http://www.cvmt.dk/~mst.
  • 9Yang M.H.,Kriegman D.,Ahuja N..Detecting faces in images:A survey.IEEE Transactions on Pattern Analysis and Machine Intelligence,2002,24(1):34~58.
  • 10Zhao W.,Chellapa R.,Philips P.J.,Rosenfeld A..Face recognition:Literature survey.ACM Computing Survey,2003,35(4):399~458.

共引文献253

同被引文献9

引证文献2

二级引证文献9

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部