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基于随机化映射和模式熵的近似重复图像检测

蔺博宇 郭志刚 李弼程 高毫林 彭天强

数据采集与处理2012,Vol.27Issue(3):363-367,5.
数据采集与处理2012,Vol.27Issue(3):363-367,5.

基于随机化映射和模式熵的近似重复图像检测

Near-Duplicate Image Detection Based on Random Mapping and Pattern Entropy

蔺博宇 1郭志刚 1李弼程 1高毫林 1彭天强1

作者信息

  • 1. 解放军信息工程大学信息工程学院,郑州,450002
  • 折叠

摘要

Abstract

To solve the low efficiency of the traditional methods, a new near-duplicate image detection method based on random mapping and pattern entropy is proposed. Firstly, Exact euclidean locality sensitive hashing (E2LSH) is used to filter most of the non near-duplicate image pairs. Then, a pool of vastly reduced image pairs is further invested by scale-rotation invariant pattern entropy (SR-PE) for removing the wrong matches, thus realizing the near-duplicate image detection. Experimental results show that the novel method significantly speed up the detection without apparent degradation in performance and achieve a good balance between detection performance and efficiency.

关键词

图像检测/随机化映射/模式熵

Key words

image detection/ random mapping/ pattern entropy(PE)

分类

信息技术与安全科学

引用本文复制引用

蔺博宇,郭志刚,李弼程,高毫林,彭天强..基于随机化映射和模式熵的近似重复图像检测[J].数据采集与处理,2012,27(3):363-367,5.

基金项目

国家自然科学基金(60872142)资助项目. (60872142)

数据采集与处理

OA北大核心CSCDCSTPCD

1004-9037

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