华南理工大学学报(自然科学版) ›› 2015, Vol. 43 ›› Issue (5): 107-113.doi: 10.3969/j.issn.1000-565X.2015.05.017

• 计算机科学与技术 • 上一篇    下一篇

基于边缘切线流场的多尺度结构张量图像检索算法

张见威1 黄达承1 胡振朋1 张菁2   

  1. 1. 华南理工大学 计算机科学与工程学院,广东 广州 510006; 2. 大庆油田有限责任公司 第四采油厂,黑龙江 大庆 163511
  • 收稿日期:2014-10-28 修回日期:2015-02-05 出版日期:2015-05-25 发布日期:2015-05-07
  • 通信作者: 张见威(1969-),女,博士,副教授,主要从事图像和视频处理研究. E-mail:jwzhang@scut.edu.cn
  • 作者简介:张见威(1969-),女,博士,副教授,主要从事图像和视频处理研究.
  • 基金资助:

    国家自然科学基金资助项目(61472145)

Multi-Scale Structure Tensor Image Retrieval Algorithm Based on Edge Tangent Flow Field

Zhang Jian-wei1 Huang Da-cheng1 Hu Zhen-peng1 Zhang Jing2#br#   

  1. 1. School of Computer Science and Engineering,South China University of Technology,Guangzhou 510006,Guangdong,China;2. No. 4 Oil Production Company,Daqing Oil Field Company Ltd. ,Daqing 163511,Heilongjiang,China
  • Received:2014-10-28 Revised:2015-02-05 Online:2015-05-25 Published:2015-05-07
  • Contact: 张见威(1969-),女,博士,副教授,主要从事图像和视频处理研究. E-mail:jwzhang@scut.edu.cn
  • About author:张见威(1969-),女,博士,副教授,主要从事图像和视频处理研究.
  • Supported by:

    Supported by the National Natural Science Foundation of China(61472145)

摘要: 为减小基于草图的检索技术中弱边缘的影响并提高特征的平移不变性,提出了一种基于边缘切线流场的多尺度结构张量检索算法. 该算法采用边缘切线流场取代梯度场,在显著强边缘上计算结构张量以抑制弱边缘的影响,并在多尺度分区架构下进行结构张量特征的提取以增强特征的平移不变性. 实验结果表明,与传统的结构张量方法相比,该算法有效地抑制了弱边缘的影响,避免了使用图像梯度方向描述图像显著边缘方向的不稳定性,增强了特征的平移不变性,提高了检索性能.

关键词: 图像检索, 线条草图, 结构张量, 边缘切线流场

Abstract: In order to reduce the effects of weak edges and reinforce the shift invariance in sketch-based image re-trieval (SBIR),a multi-scale structure tensor retrieval algorithm on the basis of edge tangent flow field is pro-posed. In this algorithm,edge tangent flow field is used as a substitute for the gradient map of image,and the structure tensor is calculated directly on remarkable strong edges to suppress the effects of weak edges. Besides,structure tensor feature is extracted in the form of multi-scale partition to enhance the shift invariance. Experimental results indicate that the proposed algorithm is superior to the existing structure tensor method because it helps sup-press the effects of weak edges effectively,avoid instable significant edge of image described by image gradient di-rection,enhance the shift invariance of structure,and,thereby,improve the retrieval efficiency.

Key words: image retrieval, sketch, structure tensor, edge tangent flow field

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