Image Quality Estimation Using Logarithmic Spread Transform Dither Modulation

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

Abstract

As a pragmatic and novel application of digital watermarking, image quality estimation has been studied in recent years. In this paper, we propose a watermarking-based image quality evaluation scheme. The Logarithmic Spread Transform Dither Modulation is proposed based on the quantization index modulation and then applied to embed and extract the watermarks. The traditional objective metrics are employed to measure quality of images. We calculate the True Detection Rates (TDR) value to represent degradation of watermark. Considering that the embedded watermark and the watermarked image are distorted simultaneously, the image quality can be evaluated by matching the TDR value with a quality value on a pre-generated curve. Experimental results indicate that the proposed scheme provides a good image quality estimation result. The accuracy of the estimation keeps stabilization under different tested attacks, including JPEG compression, Gaussian noise addition and low-pass filtering.

Original languageEnglish
Title of host publicationProceedings of 2018 International Conference on Machine Learning and Cybernetics, ICMLC 2018
PublisherIEEE Computer Society
Pages282-287
Number of pages6
ISBN (Electronic)9781538652121
DOIs
Publication statusPublished - 7 Nov 2018
Externally publishedYes
Event17th International Conference on Machine Learning and Cybernetics, ICMLC 2018 - Chengdu, China
Duration: 15 Jul 201818 Jul 2018

Publication series

NameProceedings - International Conference on Machine Learning and Cybernetics
Volume1
ISSN (Print)2160-133X
ISSN (Electronic)2160-1348

Conference

Conference17th International Conference on Machine Learning and Cybernetics, ICMLC 2018
Country/TerritoryChina
CityChengdu
Period15/07/1818/07/18

Keywords

  • Image quality estimation
  • Logarithmic spread transform dither modulation
  • Quantization index modulation
  • True detection rates

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