Specifications
710048, China
Corresponding author: Liu, H. (liuhan@xaut.edu.cn)
Source title: Proceedings of the World Congress on Intelligent Control and Automation
(WCICA)
Abbreviated source title: Proc. World Congr. Intelligent Control Autom. WCICA
Monograph title: WCICA 2012 - Proceedings of the 10th World Congress on Intelligent
Control and Automation
Issue date: 2012
Publication year: 2012
Pages: 4545-4550
Article number: 6359340
Language: English
ISBN-13: 9781467313988
Document type: Conference article (CA)
Conference name: 10th World Congress on Intelligent Control and Automation, WCICA
2012
Conference date: July 6, 2012 - July 8, 2012
Conference location: Beijing, China
Conference code: 94938
Sponsor: Academy of Mathematics and Systems Science; IEEE Robotics and Automation
Society; IEEE Control Systems Society; National Natural Science Foundation of China; Chinese
Association of Automation
Publisher: Institute of Electrical and Electronics Engineers Inc., 445 Hoes Lane / P.O. Box
1331, Piscataway, NJ 08855-1331, United States
Abstract: Image splicing is a technique commonly used in image tampering. In order to
achieve image splicing blind detection, a blind, passive, yet effective splicing detection method is
proposed in this paper. In this method run length matrix is used to extract image feature and
generate the identification model with combination of Neighborhood DCT Coefficient
Co-occurrence Matrix Feature and Markov Feature. Support vector machines (SVM) also is
selected as classifier for training and testing while genetic algorithm is used to optimize
parameters based on evaluation criteria AUC. Experimental results show that there is high
classification accuracy for obtained model by this method. © 2012 IEEE.
Number of references: 16
Main heading: Support vector machines
Controlled terms: Intelligent control
Uncontrolled terms: AUC - Blind detection - Classification accuracy -
Co-occurrence-matrix - DCT coefficients - Detection methods - Evaluation criteria -
Identification model - Image features - Image splicing - Image tampering -
Markov - Run length - Training and testing
Classification code: 723 Computer Software, Data Handling and Applications - 723.4.1
Expert Systems
DOI: 10.1109/WCICA.2012.6359340
Database: Compendex
Compilation and indexing terms, © 2013 Elsevier Inc.










