期刊文献+

一种应对残缺人脸图像的3D人脸识别方法

A 3D Face Recognition Method Apply to Faces with Missing Parts
在线阅读 下载PDF
导出
摘要 3D人脸在采样不完整时,很难对其标定特征点,进而直接影响识别正确率。本文针对这个问题提出了一种基于局部曲线特征的人脸识别方法。该方法首先计算了3D人脸在深度空间,曲率空间,和测地空间下的表示,采用SURF算法自动提取特征点,通过神经网络的方法分析特征点之间的连接线上的深度,曲率和测地信息来达到识别的目的。实验结果表明,这种自动识别特征点的方法相对于基于标定的识别方法具有更强的鲁棒性和更高的正确率。 It's diffieuh to find feature points in 3D facial meshes when there are missing parts on these face scans. This wfwk proposes a new reeognilion method based on hwal feature rurve. Firstly, we calctdale the projertions of 3D fares in depth, cufvahtre and geodesic eoordinale system, then apply SURF on these projections Io find out teature points, finally, we use artificial neural network to analyze the curve between feature points and thus face scans arc recognized. The resuh shows that Ihe robustness and acctwaey of our method is higher than the method hased on hmdmark.
作者 王申 和晓军
出处 《科技视界》 2016年第3期128-129,共2页 Science & Technology Vision
关键词 3D人脸识别 局部曲线特征 SURF 3D face recognition Local curve eharaeterislics: SURF
  • 相关文献

参考文献6

二级参考文献45

  • 1尹洪涛,付平,孟升卫.基于局部特征融合的人脸识别[J].测试技术学报,2006,20(6):539-542. 被引量:5
  • 2Zhao W,Chenllappa R,Philips P J,et al.Face Recognition:A Literature Survey.ACM Computing Surveys,2003,35(4):399458.
  • 3Martinez A M.Recognizing Imprecisely Localized,Partially Occluded,and Expression Variant Faces from a Single Sample per Class.IEEE Trans on Pattern Analysis and Machine Intelligence,2002,24(6):748-763.
  • 4Blanz V,Vetter T.Face Recognition Based on Fitting a3D Morphable Model.IEEE Trans on Pattern Analysis and Machine Intelligence,2003,25(9):1063-1074.
  • 5Li Xiaoli,Da Feipeng.Robust3D Face Recognition Based on Rejection and Adaptive Region Selection//Proc of the9th Asian Conference on Computer Vision.Xi'an,China,2010:581-590.
  • 6Nagamine T,Uemura T,Masuda I.3D Facial Image Analysis for Human Identification//Proc of the International Conference on Pattern Recognition.Hague,Netherlands,1992:324-327.
  • 7Horn B K P.Extended Gaussian Image.Proc of the IEEE,1984,72(12):1671-1686.
  • 8Gordon G G.Face Recognition Based on Depth and Curvature Features//Proc of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition.Champaign,USA,1992:808-810.
  • 9Chua C S,Han F,Ho Y K.3D Human Face Recognition Using Point Signature//Proc of the4th IEEE International Conference on Automatic Face and Gesture Recognition.Grenoble,France,2000:233-238.
  • 10Johnson A E,Hebert M.Surface Matching for Object Recognition in Complex Three-Dimensional Scenes.Image and Vision Computing,1998,16(9/10):635-651.

共引文献69

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