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具有旋转鲁棒性的纹理谱描述子 被引量:1

Robust rotation-invariant texture spectrum descriptor
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摘要 为克服传统CS-LBP(Center-Symmetric Local Binary Patterns)描述子旋转鲁棒性较差的问题,从人眼视觉角度考虑,提出一种新的CS-LBP纹理谱描述子。将纹理模式的旋转变化与字符串的移位操作相结合,基于纹理模式等价类的思想,设计了更有效的方法提升新描述子的抗旋转能力。实验结果表明,新描述子及方法具有更强的旋转鲁棒性,使旋转纹理图像的聚类准确率提高了9%~38%。 In order to overcome the weakness of tradition CS-LBP descriptor in rotation-invariant, in this paper, we propose a new CS-LBP texture spectrum descriptor from the perspective of the human visual. It integrates the rotation of texture pattern with the shift operation of string. Based on the concept of texture pattern equivalent, a more effective method is designed to enhance the anti-rotation ability of the new descriptor. Experimental results show that the new descriptor and method have with more rotation robustness, and improve the clustering accuracy of rotary texture image by 9% to 38%.
作者 陈刚 陈晓云
出处 《中国图象图形学报》 CSCD 北大核心 2013年第2期214-218,共5页 Journal of Image and Graphics
基金 国家自然科学基金项目(61070020)
关键词 中心对称局部二值模式 旋转鲁棒性 纹理谱描述子 图像特征 图像识别 特征提取 center-symmetric local binary patterns rotation invariant texture spectrum descriptor image feature image recognition feature extraction
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  • 1焦李成,谭山.图像的多尺度几何分析:回顾和展望[J].电子学报,2003,31(z1):1975-1981. 被引量:227
  • 2周颖颖,周振宇,孙宁,鲍旭东.基于改进LBP特征的白细胞识别[J].生物医学工程研究,2005,24(4):242-246. 被引量:13
  • 3木拉提.哈米提,刘伟,童勤业.纹理谱直方图与潜在语义标引在图像检索中的应用[J].科技通报,2006,22(3):389-394. 被引量:10
  • 4章毓晋.图像工程(上册).图像处理和分析[M].北京:清华大学出版社,1999..
  • 5Yang Hong, Wang Yi-ding. A LBP-based face recognition method with hamming distance constraint [ A ] . In: Proceedings of Fourth International Conference on Image and Graphics [ C ], Washington DC, USA ,2007 : 64.5-649.
  • 6Zhao W, Chellappa R, Phillips P J, et al. Face recognition: a literature survey [ J ] . ACM Computing Surveys, 2003, 35 ( 4 ) : 399-458.
  • 7Ojala T, Pietikanen M, Harwood D. A comparative study of texture measures with classification based on feature distributions [ J ]. Pattern Recog-nition, 1999, 29( 1 ) :51-59.
  • 8Topi M, Timo O, Matti P, et al. Robust texture classification by subsets of local binary patterns [ J ] . Pattern Recognition, 2000, 3(3) :935-938.
  • 9Li ZStan, Zhao Chun-shui, Zhu Xiang-xin, et al. 3D + 2D face recognition by fusion at both feature and decision levels [ A ]. In : Proceedings of IEEE International Workshop on Analysis and Modeling of Faces and Gestures[ C ] , Beijing, 2005:4.4-54.
  • 10Feng X, Pietikanen M, Hadid A. Facial expression recognition with local binary patterns and linear programming[ J]. Pattern Recognition and Image Analysis, 2005,15(2) ,550-552.

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