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Performance of Correlation Filters in Facial Recognition

机译：相关滤波器在面部识别中的性能

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In this paper, we compare the performance of three composite correlation filters in facial recognition problem. We used the ORL (Olivetti Research Laboratory) facial image database to evaluate K-Law, MACE and ASEF filters performance. Simulations results demonstrate that K-Law nonlinear composite filters evidence the best performance in terms of recognition rate (RR) and, false acceptation rate (FAR). As a result, we observe that correlation filters are able to work well even when the facial image contains distortions such as rotation, partial occlusion and different illumination conditions.

机译：在本文中，我们比较了三种复合相关滤波器在面部识别问题中的性能。我们使用ORL（Olivetti研究实验室）面部图像数据库来评估K-Law，MACE和ASEF滤镜性能。仿真结果表明，K-Law非线性复合滤波器在识别率（RR）和错误接受率（FAR）方面表现出最佳性能。结果，我们观察到，即使面部图像包含诸如旋转，部分遮挡和不同的照明条件之类的失真，相关滤镜也能很好地工作。

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《Pattern recognition》|2011年|p.155-163|共9页
会议地点 Cancun(MX);Cancun(MX)
作者
Everardo Santiago-Ramirez; J.A. Gonzalez-Fraga; J.I. Ascencio-Lopez;
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作者单位

Facultad de Ciencias, Universidad Autonoma de Baja California, Km. 103. Carretera Tijuana- Ensenada, Ensenada, Baja California C. P. 22860;

Facultad de Ciencias, Universidad Autonoma de Baja California, Km. 103. Carretera Tijuana- Ensenada, Ensenada, Baja California C. P. 22860;

Facultad de Ciencias, Universidad Autonoma de Baja California, Km. 103. Carretera Tijuana- Ensenada, Ensenada, Baja California C. P. 22860;

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原文格式 PDF
正文语种 eng
中图分类模式识别与装置;
关键词
facial recognition; correlation filters; PSR performance;

机译：面部识别;相关过滤器； PSR表现;

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专利

1. Face recognition subject to variations in facial expression, illumination and pose using correlation filters [J] . Martin David Levine, Yingfeng Yu Computer vision and image understanding . 2006,第1期

机译：使用相关过滤器，面部表情，面部表情和光照会发生变化
2. NONLINEAR CASCADED CORRELATION PROCESSES TO IMPROVE THE PERFORMANCES OF AUTOMATIC SPATIAL-FREQUENCY-SELECTIVE FILTERS IN PATTERN RECOGNITION [J] . Dubois F. Applied optics . 1996,第23期

机译：非线性级联相关过程，提高模式识别中自动空间频率选择性滤波器的性能
3. Facial Expression Recognition Using Local Transitional Pattern on Gabor Filtered Facial Images [J] . Tanveer Ahsan, Taskeed Jabid, Ui-Pil Chong IETE Technical Review . 2013,第1期

机译：Gabor滤波后的人脸图像上使用局部过渡模式的人脸表情识别
4. Performance of Correlation Filters in Facial Recognition [C] . Everardo Santiago-Ramirez, J. A. Gonzalez-Fraga, J. I. Ascencio-Lopez Mexican Conference on Pattern Recognition . 2011

机译：面部识别中相关滤波器的性能
5. Distortion-invariant kernel correlation filters for general object recognition. [D] . Patnaik, Rohit. 2009

机译：用于一般目标识别的失真不变核相关滤波器。
6. New Features Using Robust MVDR Spectrum of Filtered Autocorrelation Sequence for Robust Speech Recognition [O] . Sanaz Seyedin, Seyed Mohammad Ahadi, Saeed Gazor 2013

机译：使用滤波自相关序列的鲁棒MVDR频谱进行鲁棒语音识别的新功能
7. Performance of Correlation Filters in Facial Recognition [O] . Everardo Santiago-Ramirez, J. A. Gonzalez-Fraga, J. I. Ascencio-Lopez 2011

机译：面部识别中相关滤波器的性能

Performance of Correlation Filters in Facial Recognition

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