An Application of Gabor Filters for Texture Classification

被引:0
|
作者
Pavlovicova, Jarmila [1 ]
Oravec, Milos [1 ]
Osadsky, Michal [1 ]
机构
[1] Slovak Univ Technol Bratislava, Fac Elect Engn & Informat Technol, Bratislava, Slovakia
来源
关键词
Texture segmentation; image segmentation; Gabor filters; face characteristics; hair detection;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the contribution we present the evaluation of texture segmentation efficiency for Gabor filter bank and we bring an application to face feature detection. Gabor filters are well known as a facility for texture because of their orientation and spatial frequency character. We use several statistics to extract more information from Gabor-filtered images. We applied variance, energy and percentiles as a statistics useful for human hair detection and classification. We found this face feature useful for gender identification, but also as a supplementary feature for face detection.
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页码:23 / 26
页数:4
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