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Perceptual image hashing with selective sampling for salient structure features

机译:具有显着结构特征的选择性采样的感知图像哈希

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摘要

In this paper, a robust and secure image hashing scheme based on salient structure features is proposed, which can be applied in image authentication and retrieval. In order to acquire the fixed length of image hash, the pre-processing for image regularization is first conducted on input image. Salient edge detection is then applied on the secondary image, and a series of non-overlapping blocks containing the richest structural information in the secondary image are selectively sampled according to the edge binary map. Dominant DCT coefficients of the sampled blocks with their corresponding position information are retrieved as the robust features. After the compression with dimensionality reduction for the concatenated features, the final hash can be produced. Experimental results show that the proposed scheme has better performances of perceptual robustness and discrimination compared with some state-of-the-art schemes.
机译:提出了一种基于显着结构特征的鲁棒且安全的图像哈希算法,该算法可以应用于图像认证和检索。为了获得固定长度的图像散列,首先对输入图像进行图像正则化的预处理。然后在次要图像上进行显着的边缘检测,并根据边缘二进制映射图选择性地采样包含次要图像中最丰富的结构信息的一系列不重叠的块。检索采样块的主要DCT系数及其对应的位置信息作为鲁棒特征。在对级联特征进行降维压缩后,可以生成最终的哈希。实验结果表明,与某些最新方案相比,该方案具有更好的感知鲁棒性和辨别力。

著录项

  • 来源
    《Displays》 |2016年第12期|26-37|共12页
  • 作者单位

    Shanghai Key Lab of Modem Optical System, and Engineering Research Center of Optical Instrument and System, Ministry of Education, University of Shanghai for Science and Technology, Shanghai 200093, China,School of Optical-Electrical and Computer Engineer-ing, University of Shanghai for Science and Technology, No. 516 Jungong Road,Shanghai 200093, China;

    Shanghai Key Lab of Modem Optical System, and Engineering Research Center of Optical Instrument and System, Ministry of Education, University of Shanghai for Science and Technology, Shanghai 200093, China;

    National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China;

    School of Communication and Information Engineering, Shanghai University, Shanghai 200072, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image hashing; Structure feature; Selective sampling; Perceptual robustness; Discrimination; Security;

    机译:图像哈希;结构特点;选择性抽样;感知稳健性;歧视;安全;

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