AN IMPROVED LOCAL BINARY PATTERN OPERATOR FOR TEXTURE CLASSIFICATION

被引:0
|
作者
Lu, Fuxiang [1 ]
Huang, Jun [2 ]
机构
[1] Lanzhou Univ, Sch Informat Sci & Engn, 222 Tianshui Rd, Lanzhou 730000, Peoples R China
[2] Chinese Acad Sci, Shanghai Adv Res Inst, 99 Haike Rd, Shanghai 201210, Peoples R China
关键词
Texture classification; local binary pattern; rotation invariance;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Based on pattern uniformity measure and the number of ones in the Local Binary Pattern (LBP) codes, this paper proposes an Improved Local Binary Pattern (ILBP) operator to describe local image texture more effectively. The ILBP operator discovers an important group of basic primitives such as lines, T-junctions, and cross-intersections, which are ignored by uniform LBP operator. Such local primitives are as crucial as those represented by uniform patterns for recognition tasks. The resulting ILBP feature is more discriminative than traditional LBP feature although they are both invariant in terms of monotonic gray-scale variation and rotation transformation.
引用
收藏
页码:1308 / 1311
页数:4
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