Improved median-filtered data embedding method for image enhancement

Koi Yee Ng, Simying Ong, Koksheik Wong

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

Abstract

This paper proposes an improvement for a data embedding method to embed the data while performing image enhancements via the concept of Median Filter. The pixels within a predetermined window size are gathered and sorted to obtain the partitions of interest for data representation. The centre pixels will be replaced with the to-be-embedded data in a sliding window manner until pixels are replaced. However, the modification of pixel values after the embedding process makes the data extraction process challenging. In this work, various data extraction methods are tested, including repairing using median filter during data extraction in a sliding window manner, and the reverse manner to understand their effects on the image quality and data extraction accuracy. In addition, by implementing majority vote, the data extraction accuracy is significantly improved. The experiment is conducted using the BSDS300 dataset, and it is observed that the image quality can be improved up to 9.5% while the data extraction accuracy is improved up to 7.7%, averagely.

Original languageEnglish
Title of host publication2022 International Symposium on Intelligent Signal Processing and Communication Systems, ISPACS 2022
EditorsHitoshi Kiya
Place of PublicationPiscataway NJ USA
PublisherIEEE, Institute of Electrical and Electronics Engineers
Number of pages4
ISBN (Electronic)9798350332421
ISBN (Print)9798350332438
DOIs
Publication statusPublished - 2022
EventIEEE International Symposium on Intelligent Signal Processing and Communications Systems (ISPACS) 2022 - Penang, Malaysia
Duration: 22 Nov 202225 Nov 2022
https://ieeexplore.ieee.org/xpl/conhome/10082768/proceeding (Proceedings)
https://web.archive.org/web/20220925073530/https://www.ispacs2022.org/committee.html (Website)

Conference

ConferenceIEEE International Symposium on Intelligent Signal Processing and Communications Systems (ISPACS) 2022
Abbreviated titleISPACS 2022
Country/TerritoryMalaysia
CityPenang
Period22/11/2225/11/22
Internet address

Keywords

  • Data hiding
  • median filtering
  • spatial domain
  • steganography
  • watermarking

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