Near-duplicate video clustering using multiple complementary video signatures

Jun Tae Lee, Kyung Rae Kim, Won Dong Jang, Chang-Su Kim

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

A near-duplicate video clustering algorithm based on multiple complementary video signatures is proposed in this work. We use three kinds of frame descriptors: RGB histogram, color name histogram, and ternary pattern. Then, we convert each kind of frame descriptors for a video into a video signature based on the bag-of-visual-words scheme. Consequently, we have three signatures to represent the video. These signatures are complementary to one another, since they are robust to different near-duplication types. Also, we develop a clustering technique to refine pairwise matching results and categorize near-duplicate videos. Experimental results on an extensive video dataset show that the proposed algorithm detects near-duplicate videos more effectively than conventional algorithms.

Original languageEnglish
Title of host publication2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages667-671
Number of pages5
ISBN (Electronic)9789881476807
DOIs
Publication statusPublished - 2016 Feb 19
Event2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2015 - Hong Kong, Hong Kong
Duration: 2015 Dec 162015 Dec 19

Other

Other2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2015
CountryHong Kong
CityHong Kong
Period15/12/1615/12/19

ASJC Scopus subject areas

  • Artificial Intelligence
  • Modelling and Simulation
  • Signal Processing

Fingerprint Dive into the research topics of 'Near-duplicate video clustering using multiple complementary video signatures'. Together they form a unique fingerprint.

  • Cite this

    Lee, J. T., Kim, K. R., Jang, W. D., & Kim, C-S. (2016). Near-duplicate video clustering using multiple complementary video signatures. In 2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2015 (pp. 667-671). [7415354] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/APSIPA.2015.7415354