LOCAL DIRECTIONAL PATTERN (LDP) FOR FACE RECOGNITION

被引:0
|
作者
Jabid, Taskeed [1 ]
Kabir, Md. Hasanul [1 ,2 ]
Chae, Oksam [1 ]
机构
[1] Kyung Hee Univ, Dept Comp Engn, Yongin 446701, Gyeonggi Do, South Korea
[2] Islamic Univ Technol, Dept Comp Sci & Informat Technol, Gazipur 1704, Bangladesh
基金
新加坡国家研究基金会;
关键词
Facial image representation; Local directional pattern; Texture feature; Face recognition; Local binary pattern; REPRESENTATION; FEATURES; SYSTEM; IMAGE;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel local feature descriptor, the Local Directional Pattern (LDP), for recognizing human face. In the proposed feature, different edge responses around each pixel are meticulously encoded to distinguish all kinds of textures available in facial images. The LDP code is also robust enough to provide consistent representation in the presence of random noise and non-monotonic illumination variation. An LDP feature is obtained by computing the edge response values in all eight directions at each pixel position and generating a code from the relative strength magnitude. Each face is divided into small regions, from where LDP histograms are extracted and concatenated into a single feature vector to efficiently represent the facial image. The recognition is performed by template matching in accordance with CSU face identification evaluation system and evaluated with well studied FERET database. The recognition performance demonstrates the robustness of proposed LDP descriptor for representing appearance of facial image over other existing approaches including Local Binary Pattern (LBP).
引用
收藏
页码:2423 / 2437
页数:15
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