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基于统计模型与Gabor小波的人脸对齐 被引量:1

Face alignment based on statistical models and Gabor wavelet
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摘要 将基于Gabor小波的人脸特征点跟踪算法与基于统计模型的主动外观模型AAM人脸特征点定位方法结合起来,实现视频中人脸的自动对齐。先利用Gabor小波进行特征点跟踪,其结果作为AAM的初始形状。利用AAM的全局形状和纹理信息作为约束,对Gabor小波的局部跟踪错误进行校正。实验表明,该方法是有效的。 A face alignment scheme was proposed by integrating the Gabor-wavelet facial feature points tracking algorithm with the facial feature points localization method based on statistical mode AAM(Active Appearance Model). First the facial feature points were tracked with Gabor wavelet, then the result was used as the initial shape of the AAM. The local tracking errors of Gabor wavelet were corrected with the global constrained shape and texture information of AAM. Experiments prove that the method works well.
出处 《计算机应用》 CSCD 北大核心 2005年第8期1771-1773,共3页 journal of Computer Applications
关键词 特征点跟踪 GABOR小波 主动外观模型 <Keyword>feature point tracking Gabor wavelet AAM(Active Appearance Model)
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参考文献8

  • 1DAUGMAN JG. Complete discrete 22D Gabor transform by neural network for image analysis and compression[ J]. IEEE Transactions on Acoustics, Speech and Signal Processing, 1988, 36(7): 1169 -1179.
  • 2WISKOTr L, FELLOUS JM, KRUGER N, et al. Face Recognition by Elastic Bunch Graph Matching[ J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1997, 19(7) :775 -779.
  • 3颜蒋国,潘立登.基于Gabor小波的人脸特征点跟踪方法[J].计算机应用,2004,24(7):50-51. 被引量:7
  • 4COOTES TF, EDWARDS GJ, TAYLOR CJ. Active appearance models[ A]. Proceedings of the 5th European Conference on Computer Vision[ C]. Springer-Verlag, 1998,2:484~498.
  • 5EDWARDS GJ, COOTES TF, TAYLOR CJ. Face recognition using active appearance models[ A]. Proceedings of European Conference Computer Vision[ C]. 1998. 581 -695.
  • 6COOTES TF, TAYLOR C J, COOPER DH, et al. Active shape models-their training and application[J]. Computer Vision and Image Understanding, 1995, 61 (1): 38 - 59.
  • 7EDWARDS GJ, COOTES TF, TAYLOR CJ. Advances in active appearance models[ A]. Proceedings of International Conference on Computer Vision[ C]. 1999. 137 - 142.
  • 8宋刚,艾海舟,徐光祐.纹理约束下的人脸特征点跟踪[J].软件学报,2004,15(11):1607-1615. 被引量:15

二级参考文献15

  • 1Wiskott L, Fellous J - M , Kruger N . Face Recognition by Elastic Bunch Graph Matching[ A]. 7th International Conference On Computer Analysis of Images and Patterns[ C], 1997.
  • 2CSU Face Identification Evaluation System V5.0[ CP], 2003.
  • 3RS Feris and RM Cesar Jr. Tracking Facial Features Using Gabor Wavelet Networks[ A]. Proceedings of SIBGRAPI '2000 Brazilian Symposium on Computer Graphics and Image Processing[ C]. IEEE Computer Society press. Gramado. Brazil, October 2000. 22~27.
  • 4Stegmann MB, Ersboll BK, Larsen R. Mikkel Stegmann, Bjarne Ersboll, Rasmus. Larsen. FAME - A Flexible Appearance Modelling Environment[ J]. IEEE Trans Med Imaging. 2003, 22(10).
  • 5Huang CL, Chen CW. Human facial feature extraction for face interpretation and recognition. Pattern Recognition, 1992,25(12): 1435-1444.
  • 6Cootes TF, Edwards GJ, Taylor CJ. Active appearance models. In: Burkhardt H, Neumann B, eds. Proc. of the 5th European Conf. on Computer Vision, Vol 2. Springer-Verlag, 1998. 484-498.
  • 7Cootes TF, Taylor CJ, Cooper DH, Graham J. Active shape models--Their training and application. Computer Vision and Image Understanding, 1995,61(1):38-59.
  • 8Lucas B, Kanade T. An iterative image registration technique with an application to stereo vision. In: Hayes PJ, ed. Proc. of the 7th Int'l Joint Conf. on Artificial Intelligence. Vancouver: Morgan Kaufmann Publishers, 1981. 674~679.
  • 9Hou XW, Li SZ, Zhang HJ, Cheng QS. Direct appearance models. In: Kasturi R, Medioni G, eds. Proc. of IEEE Conf. on Computer Vision and Pattern Recognition, Vol 1. Kauai: IEEE Computer Society, 2001. 828-833.
  • 10Yan SC, Liu C, Li SZ, Zhang HJ, Shum H, Cheng QS. Face alignment using texture-constrained active shape models. Image and Vision Computing, 2003,21(1):69-75.

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