期刊文献+

基于YCbCr模型的巷道监控中矿工脸部图像识别 被引量:3

Miners' Face Images Identification in Monitor Images of Mine Gateway Based on YCbCr Model
下载PDF
导出
摘要 矿工脸部区域的分割对于快速检索煤矿监控图像存档资料中矿工图像有十分重要的实际意义。在典型监控角度方向采集了巷道中矿工的监控图像。为了在低照度的巷道监控图像中分割矿工的脸部,研究了在YCbCr颜色模型的各分量中矿工脸部肤色的统计特征;在Cr分量空间,采用统计上限和下限阈值的方法分割出肤色区域像素和相似色度的背景像素;对脸部区域的二值图像进行邻域平滑处理和再次分割,大幅度降低背景像素的影响,缩小脸部区域的范围。试验结果表明,该方法计算简单、速度快,能成功地分割巷道监控图像中的脸部区域。 It is very important in practice that miners' face segmentation which can benefit indexing miners' images of coal mine surveillance images files. The miners' surveilled images are sampled at typical monitorring angles in laneway. In order to segment miners' faces in dim-lightening laneway monitor images, the statistic feature of miners' face color is analyzed separately in tri-component of YCbCr color model. The pixels of skin color area and the background area that seem to shin color area are segmented in Cr component based on the segmentation method with statistic upper and lower threshold value. The influence of background pixels is decrease observably and the region of face is reduced, after the binary images of faces is smoothed and segmented again. The results of experiments show that the method above are simple and celerity in computing and can segment the faces area in laneway monitor images successfully.
出处 《煤炭科学技术》 CAS 北大核心 2009年第9期79-82,85,共5页 Coal Science and Technology
基金 中国矿业大学科技基金资助项目(OD090228) 国家科技支撑计划资助项目(2006B4K03B00) 国家电子信息产业发展基金重点资助项目(财政部 财建[2005]688号 信息产业部 信部运[2005]555号)
关键词 监控图像 巷道 YCbCr颜色模型 矿工脸部 分割 平滑 monitoring and control images mine roadway YCbCr color model miners' face segmentation smooth
  • 相关文献

参考文献13

  • 1Hjelmas E, Low B K. Face Detection: A Survey [J]. Computer Vision and Image Understanding, 2001 (3).
  • 2Ming Hsuan Yang, David J Kriegman, Narendra Ahuja. Detecting Faces in Images: A Survey [ J ]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2002 (1).
  • 3梁路宏,艾海舟,徐光祐,张钹.人脸检测研究综述[J].计算机学报,2002,25(5):449-458. 被引量:353
  • 4孙宁,邹采荣,赵力.人脸检测综述[J].电路与系统学报,2006,11(6):101-108. 被引量:39
  • 5Cai J, Goshtasby A. Detecting Human Faces in Color Images [ J]. Image and Vision Computing, 1999 (1).
  • 6JIN Zhong, LOU Zhen, YANG Jing-yu, et al. Face Detection Using Template Matching and Skin - Color Information [ J ]. Neurocomputing, 2007 (4).
  • 7YANG J, WAIBEL A. A Real - time Face Tracker [ C] // IEEE Proceeding of the 3rd Workshop on Applications of Computer Vision, Florida, 1996.
  • 8Jones M J, Rehg J M. Statistical Color Models with Application to Skin Detection [ C ] //Proceeding IEEE Conference on Computer Vision and Pattern Recognition, Fort Collins, Colorado, 1999.
  • 9陈伟.矿工人脸图像检测与煤炭图像识别方法的研究[D].北京:中国矿业大学(北京),2008.
  • 10孙继平,陈伟,唐亮,刘晓阳,林海涛.有限空间低照度低分辨率图像中人脸检测[J].中国矿业大学学报,2008,37(3):373-378. 被引量:13

二级参考文献123

  • 1孙宁,邹采荣,赵力.人脸检测综述[J].电路与系统学报,2006,11(6):101-108. 被引量:39
  • 2Craw I, Ellis H, Lishman J. Automatic extraction of face features. Pattern Recognition Letters, 1987, 5(2):183-187
  • 3Yang G Z, Huang T S. Human face detection in a complex background. Pattern Recognition, 1994, 27(1):53-63
  • 4Dai 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
  • 5Kouzani A Z, He F, Sammut K. Commonsense knowledge-based face detection. In: Proc Conference on Intelligent Engineering Systems, Budapast, Hungary, 1997. 215-220
  • 6Garcia C, Tziritas G. Face detection using quantized skin color regions merging and wavelet packet analysis. IEEE Trans Multimedia, 1999, 1(3):264-277
  • 7Sun Q B, Huang W M, Wu J K. Face detection based on color and local symmetry information. In: Proc Conference Automatic Face and Gesture Recognition, Nara, Japan, 1998. 130-135
  • 8Kim S H, Kim H G. Face detection using multi-modal information. In: Proc Conference on Automatic Face and Gesture Recognition, Grenoble, France, 2000. 70-76
  • 9Govindaraju V, Srihari S N, Sher D B. A computational model for face location. In: Proc IEEE Conference on Computer Vision, Osaka, Japan, 1990. 718-721
  • 10Lam K M. A fast approach for detecting human faces in a complex background. In: Proc Symposium on Circuits and Systems, Monterey, 1998, 4:85-88

共引文献389

同被引文献15

引证文献3

二级引证文献8

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