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Texture Operator Based Image Splicing Detection Hybrid Technique
- Source :
- 2016 Second International Conference on Computational Intelligence & Communication Technology (CICT).
- Publication Year :
- 2016
- Publisher :
- IEEE, 2016.
-
Abstract
- Image splicing is performed for malicious purposes and it is trouble-free due to the availability of simple to use image editing applications. In this paper, we use standard deviation filter to highlight the image details and then apply rotation invariant co-occurrence among adjacent local binary pattern (RIC-LBP) operator to extract the internal statistical information. The standard deviation filter is used in Synthetic Aperture Radar images to detect an object and oil in sea. This filter highlights the abrupt changes in Synthetic Aperture Radar images. In image splicing when two or more images are used to create forged images the abrupt changes occur that are highlighted using standard deviation filter. The RIC-LBP operator provides internal statistics of the image due to its high descriptive ability. We use Columbia database and DSO-1 database for performance evaluation and use Spectral Regression Discriminant Analysis as a classifier. Our method outperforms some of the state of the art methods.
- Subjects :
- Synthetic aperture radar
021110 strategic, defence & security studies
Computer science
business.industry
Local binary patterns
Binary image
Feature extraction
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
0211 other engineering and technologies
Image processing
Pattern recognition
02 engineering and technology
Image editing
computer.software_genre
ComputingMethodologies_PATTERNRECOGNITION
Image texture
Computer Science::Computer Vision and Pattern Recognition
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Computer vision
Artificial intelligence
business
computer
Image gradient
Feature detection (computer vision)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2016 Second International Conference on Computational Intelligence & Communication Technology (CICT)
- Accession number :
- edsair.doi...........866f3883a90239e8771367be24abbd2b