Photo sorting and compression in frequency domain

Yang Lu, Tien-Tsin Wong, Pheng-Ann Heng

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Abstract

With the increasing popularity of digital camera, organizing and managing the large collection of digital photos effectively are therefore required. In this paper, we study the photo album sorting, clustering and compression techniques in DCT frequency domain without having to decompress JPEG photos into spatial domain firstly. We utilize the first several non-zero DCT coefficients to build our feature set and calculate the energy histograms in frequency domain directly. We then calculate the similarity distance of every two photos, and perform photo album sorting and adaptive clustering algorithms to group the most similar photos together. We further compress those clustered photos by a MPEG-like algorithm with variable IBP frames and adaptive search windows. Our methods provide a compact and reasonable format for people to store and transmit their large number of digital photos. Experiments prove that our algorithm is efficient and effective for digital photo processing.

Original languageEnglish
Title of host publicationMultimedia Systems and Applications VII
PublisherSPIE - International Society for Optical Engineering
Pages310-319
Number of pages10
Volume5600
DOIs
Publication statusPublished - 2004
Externally publishedYes
EventMultimedia Systems and Applications VII - Philadelphia, United States of America
Duration: 25 Oct 200428 Oct 2004
https://www.spiedigitallibrary.org/conference-proceedings-of-spie/5600.toc#_=_ (Proceedings)

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
PublisherSPIE
ISSN (Print)0277-786X

Conference

ConferenceMultimedia Systems and Applications VII
Country/TerritoryUnited States of America
CityPhiladelphia
Period25/10/0428/10/04
Internet address

Keywords

  • Adaptive Clustering
  • DCT
  • Energy Histogram
  • Frequency Domain Analysis
  • Image Compression
  • JPEG
  • MPEG
  • Photo Album Sorting
  • Similarity Analysis

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