Perceptual Similarity Metric Resilient to Rotation for Application in Robust Image Hashing

被引:10
|
作者
Tang, Zhenjun [1 ]
Wang, Shuozhong [1 ]
Zhang, Xinpeng [1 ]
Wei, Weimin [1 ]
机构
[1] Shanghai Univ, Sch Commun & Informat Engn, Shanghai 200072, Peoples R China
关键词
perceptual similarity; objective metric; image hashing; tamper detection;
D O I
10.1109/MUE.2009.42
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We propose an objective measure to evaluate perceptual similarity between an original image and its modified version. An input image is first decomposed into a collection of diametric strips to form a secondary image. The secondary image patterns, one of which is shifted and wrapped column-wise for alignment, are low-pass filtered and divided into overlapping blocks. Similarity between the corresponding blocks is then found by calculating correlation coefficients, which are then mapped to the interval [0, 1] Based on the re-mapped correlation coefficients, the final similarity metric is obtained by dividing a product of several smallest coefficients by that of the same number of largest coefficients. Experimental results show that the proposed metric is insensitive to content-preserving processing such as JPEG compression, rotation, low-pass filtering, watermarking embedding, and moderate noise contamination. On the other hand, it is very sensitive to malicious modification that may only affect a small area of the image. The proposed metric is useful in applications such as image hashing and content-based image retrieval (CBIR).
引用
收藏
页码:183 / 188
页数:6
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