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Perceptual Hashing Based on Salient Region and NMF

  • Xujun Wu
  • , Chen Cui*
  • , Shen Wang
  • *Corresponding author for this work
  • Heilongjiang University
  • Guangxi Key Laboratory of Cryptography and Information Security
  • Jiaxing University
  • School of Computer Science and Technology, Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We propose a novel perceptual hashing based on salient region and a nonnegative matrix factorization (NMF) in this paper. Firstly, the input image is standardized and processed with low-pass filtering. Secondly, the salient region is extracted from the obtained preprocessed image. The minimum bounding rectangle of each salient region is extracted, and the pixels in all rectangles are rearranged to form a secondary image, then the preprocessed image is decomposed by NMF to obtain the coefficient matrix as the final image hash. The algorithm is robust to general content-preserving manipulations through the experiment. The proposed algorithm outflanks some best in the performances of perceptual robustness and discrimination indicated by identification accuracy performances.

Original languageEnglish
Title of host publicationAdvances in Intelligent Information Hiding and Multimedia Signal Processing - Proceeding of the IIH-MSP 2021 and FITAT 2021
EditorsShu-Chuan Chu, Shi-Huang Chen, Zhenyu Meng, Keun Ho Ryu, George A. Tsihrintzis
PublisherSpringer Science and Business Media Deutschland GmbH
Pages119-127
Number of pages9
ISBN (Print)9789811910562
DOIs
StatePublished - 2022
Externally publishedYes
Event17th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2021, in conjunction with the 14th International Conference on Frontiers of Information Technology, Applications and Tools, FITAT 2021 - Kaohsiung, Taiwan, Province of China
Duration: 29 Oct 202131 Oct 2021

Publication series

NameSmart Innovation, Systems and Technologies
Volume277
ISSN (Print)2190-3018
ISSN (Electronic)2190-3026

Conference

Conference17th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2021, in conjunction with the 14th International Conference on Frontiers of Information Technology, Applications and Tools, FITAT 2021
Country/TerritoryTaiwan, Province of China
CityKaohsiung
Period29/10/2131/10/21

Keywords

  • Image hashing
  • NMF
  • Salient region

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