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基于空间滤波的LBP特征和彩色直方图的加密域图像检索

n Image Retrieval Algorithm Based on Local Binary Pattern with Space Filtering and Color Histogram

中文摘要英文摘要

随着云计算蓬勃发展,越来越多的隐私数据在云计算平台存储和处理。保护隐私数据往往需要信号处理前先进行加密操作,而传统的信号处理方法前提是知晓信号内容,对于密文信号无法处理,这对基于明文的传统图像检索服务提出了重大挑战。为了在确保查询图像和图像数据库隐私的情况下仍能有效地进行图像检索,本文提出了一种新的有效加密域图像检索方法。该方法利用基于空间高低通滤波器的LBP算子与基于HSV彩色空间的颜色直方图分别提取图像的纹理特征和颜色特征。同时采用非对称保持内积大小的加密方法对特征加以加密并外包给云端服务器。云端服务器利用授权的用户所提交的加密图像特征与数据库里的加密特征索引进行比较匹配,并返回查询结果。实验结果表明该方法在保证查询和图像数据库的隐私情况下,能取得很好的检索性能。

With the rapid development of cloud computing,more and more privacy data are stored and processed in the cloud. In order to protect privacy data, encryption usually needs to be implemented before data processing. However, in the traditional signal processing, encrypted signal can not be processed and pose challenges to traditional image retrieval services based on plaintext search. In order to preserve data privacy of query image and image database, this paper proposes an effective encrypted image retrieval algorithm. Texture features and color features are extracted using LBP based on high-low pass filter and color histogram based on HSV color space respectively. These two features are encrypted by an asymmetric scalar-preserving encryption method and outsourced to cloud server, which allows an authorized user to securely search over it with a corresponding valid encrypted feature and retrieve images of interest. Experimental results show that the proposed method can obtain very good retrieval performance while ensuring privacy of query and image database.

余江、程航、张新鹏、栗风永

计算技术、计算机技术

云计算加密LBP特征高低通滤波器彩色直方图图像检索

cloud computingencryptionlocal binary pattern featurehigh-low pass filteringcolor histogramimage retrieval

余江,程航,张新鹏,栗风永.基于空间滤波的LBP特征和彩色直方图的加密域图像检索[EB/OL].(2013-12-12)[2025-08-11].http://www.paper.edu.cn/releasepaper/content/201312-294.点此复制

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