期刊文献+

基于肤色模型的人脸检测研究 被引量:6

Research of Face Detection Based on Skin Colour Model
下载PDF
导出
摘要 现有的人脸检测方法,对复杂光照环境下获得的彩色人脸图像的检测效果仍不太理想。在仔细研究目前人脸检测方法的基础上,对基于肤色分割结合模板匹配的人脸检测方法进行改进,提出基于"光照预处理+肤色模型+模板匹配"的人脸检测问题解决思路。实验结果表明,该方法对实际场景中正面和准正面的人脸图像,平均准检率达到84%,同时对光照变化不敏感,而且对姿态和表情的变化也具有较好的鲁棒性。 For the existing face detection methods can not achieve an ideal detecting effect for the colorized face image obtained in complex illumination environment, the face detection method based on skin color segmentation and template matching is improved, and a human faces detection method based on lighting pre-processing, skin model and template matching is pro- posed after making a study of the current face detection methods. Experimental results obtained with the new method show that the correct rate of detecting the positive and quasi-positive facial images in real environment is 84%, algorithm is insensitive for the illumination and has high robustness to the Changes in posture and expression of face images.
作者 李智勇 田贞
机构地区 渭南师范学院
出处 《现代电子技术》 2011年第3期131-133,共3页 Modern Electronics Technique
基金 渭南师范学院科研基金项目(07YKZ037 08YKZ011)
关键词 人脸检测 光照预处理 肤色模型 阈值分割 模板匹配 human face detection illumination pre-processing skin colour model threshold segmentation template match
  • 相关文献

参考文献9

  • 1HJELMAS E, LOW B K. Face detection: a survey [J]. Computer Vision and Image Understanding, 2001, 83 (1): 236-274.
  • 2HSIEH I S, FAN K C, LIN Chiunhsiun. A statistic approach to the detection of human faces in color nature scene [J]. Pattern Recognition, 2002, 35 (7): 1583-1596.
  • 3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
  • 4YANG J, WAIBEL A. Real-time face tracker [C]// Proceedings of IEEE Workshop on Applications of Computer Vision. Sarasota, Florida, USA: IEEE, 1996: 142-147.
  • 5KARLEKAR J, DESAI U B. Finding faces in color images using wavelet transform [C]//Proceedings of IEEE Conference on Image Analysis and Processing. Venice, Italy: IEEE, 1999:1085-1088.
  • 6YOU T W, OH I S. A fast algorithm for tracking human faces based on chromatic histograms [J]. Pattern Recognition Letters, 1999, 20 (10): 967-978.
  • 7CAI J, GOSHTASBY A. Detection human faces in color images [J]. Image and Vision Computing, 1999, 18 (1): 63-75.
  • 8KIM H S, KANG W S, SHIN J I, et al. Face detection using template matching and ellipse fitting [J]. IEICE Transactions on Information and Systems, 2000, 383-D (11): 2008-2011.
  • 9KWON Y H, LOBO N. Face detection uging templates [C]// Proceedings of International. Conference on Pattern Recognition. Jerusalem, Israel : ICPR, 1994 : 764-767.

二级参考文献2

  • 1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..
  • 2羊昌荛.电视原理[M].北京:人民邮电出版社,1988..

共引文献72

同被引文献53

  • 1邓亚峰,苏光大,傅博.一种基于AdaBoost的快速动态人脸检测算法[J].计算机工程,2006,32(11):222-224. 被引量:18
  • 2蔺广逢,范引娣,张媛.主成分分析与BP神经网络的人脸识别方法研究[J].现代电子技术,2007,30(2):53-55. 被引量:12
  • 3肖明坤,王厚大.一种基于肤色分割的彩色图像人脸检测算法[J].电子工程师,2007,33(3):40-42. 被引量:2
  • 4Yang G.Human Face Detection in a Complex Back- ground.[J]Pattern Recognition. 1994,27( 10):53-63.
  • 5Hao Li,Hai-Bin Duan,Xiang-Yin Zhang. A novel image template matching based on particlc filtering optimiza- tion[J]. Pattern Recognition Letters. 2009 (13).
  • 6Sung K.Poggio T.Example-based learning for view-based human face detection: [J]IEEE Trans pattern Analysis and Machine Intelligence. 1998,18(1):39-51.
  • 7Rowley H A, Baluja S, Kannde T.Neural network based lace detection[J]:IEEE Yrans on PAMI, 1998.20(1):23-28.
  • 8Yang J, Lu W, Waibe A. Skin-color modeling and adap- tation[R]. Pittsburgh:CMU-CS, 1997.97-146.
  • 9由霖,修春波.基于模板匹配的目标识别算法[C].2011年中国智能自动化学术会议论文集(第一分册).2011.
  • 10Vadakkepat R Lira R De Silva L C, el al. Multimodal approach to human-face detection and tracking[J]. Industrial Electronics, 1EEE Transactions on, 2008~ 55(3): 1385-1393.

引证文献6

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