DocumentCode
1607158
Title
3D Multimedia Protection Using Artificial Neural Network
Author
Motwani, Mukesh C. ; Bryant, Bobby D. ; Dascalu, Sergiu M. ; Harris, Frederick C.
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of Nevada, Reno, NV, USA
fYear
2010
Firstpage
1
Lastpage
5
Abstract
Watermarking based DRM implementations insert imperceptible information or watermark in digital media to trace owner of the content and deter the illegal distribution of media. In geometry based 3D watermarking algorithms, a watermark is inserted by modifying the coordinates of vertices in the mesh. It is a requirement of watermarking algorithms that this change in vertex coordinates shouldn´t cause perceptible distortion. It has always been a challenge to select vertices in the 3D model which would not cause perceptible distortion on addition of watermark. This paper proposes a novel approach to overcome this challenge using Artificial Neural Networks (ANN). Feature vectors representing the geometry of the vertex and its surrounding vertices are extracted and used to train and simulate ANN. ANN is used as a classifier to determine which vertices should be selected for watermarking. Experimental results simulate various attacks to test the robustness of the algorithm.
Keywords
digital rights management; multimedia computing; neural nets; pattern classification; vectors; watermarking; 3D multimedia protection; ANN classifier; DRM implementations; artificial neural network; digital media; feature vector; geometry based 3D watermarking algorithm; illegal owner distribution; perceptible distortion; robustness; Artificial neural networks; Biological neural networks; Communications Society; Data security; Geometry; Humans; Mathematical model; Nonlinear distortion; Protection; Watermarking;
fLanguage
English
Publisher
ieee
Conference_Titel
Consumer Communications and Networking Conference (CCNC), 2010 7th IEEE
Conference_Location
Las Vegas, NV
Print_ISBN
978-1-4244-5175-3
Electronic_ISBN
978-1-4244-5176-0
Type
conf
DOI
10.1109/CCNC.2010.5421700
Filename
5421700
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