期刊文献+

基于OpenCV的图像分类软件的设计与实现 被引量:5

Design and Implementation of Image Classification Software Based on OpenCV
下载PDF
导出
摘要 本系统针对图片分类问题进行分析和讨论,旨在提取图片中的脸部轮廓,利用脸部的详细信息对比不同图片中人脸的相似度,从而实现对相册图片的自动分类管理。利用OpenCV中提供的人脸检测和人脸识别的功能,即使用哈尔小波变换(Haar)和Adaboosting算法进行检测,找出图片中脸部所在区域,进而使用局部二进制模式直方图(LBPH)对人脸进行预测,获得两张脸部之间的相似度,依照目录整理后,可达到图片按人脸分类的效果。在此基础上设计用户操作界面,实现简易、快捷的操作。软件测试结果表明,该软件人脸检测和人脸匹配的成功率较高,为生活提供了便利。 For a system of analysis and discussion of image classification,the main problem to be solved is similarity extraction of face and contrast to images of two human face,to realize automatic classification management on the album picture.Application of OpenCV in face detection and face recognition function,using Haar and Adaboosting,can find images of the face region,and then use LBPH to predict the face,to obtain the similarity between two faces.In accordance with the directory,the pictures in the face classification can be achieved.After the completion of the user interface design,the user can obtain simple,convenient operation.Software test results show that face detection and face matching function have a higher success rate,and this software provides a convenient conditions for life.
出处 《计算机科学》 CSCD 北大核心 2014年第B11期150-153,共4页 Computer Science
关键词 OPENCV 人脸识别 人脸检测 图像分类 OpenCV Facerecogniz Facedetect Classification
  • 相关文献

参考文献15

二级参考文献87

  • 1[1]Rowley H,Baluja S,Kanade T.Neural network-based face detecti on[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1998,20(1):23~28. 被引量:1
  • 2[2]Yang M H,Ahuja N,Kriegman D.Face detection using a mixture of factor a nalyzers [A].International Conference on Image Processing,Kobe,Japan,1999 被引量:1
  • 3[3]Colmenarez A J,Huang T S.Face detection with information-based maximum discrimination [A].Computer Society Vision and Pattern Recognition,an Jun ,uerto Rico,1997. 被引量:1
  • 4[4]Yang M H,Ahuja N,Kriegman D.Mixtures of linear subspaces for face dete ction [A].International Conference on Automatic Face and Gesture Recognition ,Kerkyra,Greece,2000. 被引量:1
  • 5[5]Yang M H,Roth D,Ahuja N.A SNoW-based face detcetor [A].Advances in Neural Information Processing Systems,Cambridge,2000. 被引量:1
  • 6Craw I, Ellis H, Lishman J. Automatic extraction of face features. Pattern Recognition Letters, 1987, 5(2):183-187 被引量:1
  • 7Yang G Z, Huang T S. Human face detection in a complex background. Pattern Recognition, 1994, 27(1):53-63 被引量:1
  • 8Dai Y, Nakano Y. Face-texture model based on SGLD and its application in face detection in a color scene. Pattern Recognition, 1996, 29(6):1007-1017 被引量:1
  • 9Kouzani A Z, He F, Sammut K. Commonsense knowledge-based face detection. In: Proc Conference on Intelligent Engineering Systems, Budapast, Hungary, 1997. 215-220 被引量:1
  • 10Garcia C, Tziritas G. Face detection using quantized skin color regions merging and wavelet packet analysis. IEEE Trans Multimedia, 1999, 1(3):264-277 被引量:1

共引文献400

同被引文献28

引证文献5

二级引证文献7

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