Abstract
A method for adult content classification and nudity detection is presented. Objective of this method is to classify images into different classes, varying on the degree of adult content. We utilize MPEG-7 descriptors to represent visual information. Skin regions are detected to model adult content more precisely, as well as to eliminate false-positives. Proposed method is tested with conventional image sets. Experimental results indicate that the algorithm has an acceptable detection performance.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Zheng Q.F., Zeng W., Wen G., Wang W.Q., Shape-Based Adult Image Detection. In 3rd International Conference on Image and Graphics, pp. 150—153 (2004).
Deselaers T., Pimenidis L., Ney H., Bag-of-Visual-Words Models for Adult Image Classification and Filtering. In 19th International Conference on Pattern Recognition, pp. 1–4 (2008)
Jones M.J., Rehg J.M., Statistical Color Models with Application to Skin Detection. In International Journal of Computer Vision, Vol 46, No. 1, pp. 81–96 (2002).
Duda R.O., Hart P.E., Stork D.G., Pattern Classification. John Wiley & Sons, USA (2001)
Fleck, M., Forsyth, D.A., Bregler, C., Finding Naked People. In 4th European Conference on Computer Vision, pp. 593–602. Springer (1996).
Duan L., Cui G., Gao W., and Zhang H., Adult Image Detection Method Base-on Skin Color Model and Support Vector Machine. In 5th Asian Conference on Computer Vision. pp. 780–797 (2002).
Rowley H. A., Jing Y., Baluja S., Large Scale Image-Based Adult-Content Filtering. In 1st International Conference on Computer Vision Theory. pp. 290–296 (2006).
Yoo S.J., Intelligent Multimedia Information Retrieval for Identifying and Rating Adult Images. In 8th International Conference on Knowledge-Based Intelligent Information & Engineering Systems. vol. 1of Lecture Notes in Artificial Intelligence 3213, pp. 164—170 (2004).
Jeong C.Y., Kim J.S., Hong K.S., Appearance-Based Nude Image Detection. In 17th International Conference on Pattern Recognition, pp. 467–470 (2004).
Kim W., Yoo S.J., Kim J.S., Nam T.Y., Yoon K., Detecting Adult Images Using Seven MPEG-7 Visual Descriptors. In Human. Society@ Internet, pp. 336–339 (2005).
Manjunath B.S., Introduction to MPEG-7: Multimedia Content Description Interface. John Wiley & Sons (2002).
Manjunath B.S., Ohm J.S., Vasudevan V.V., Yamada A., Color and Texture Descriptors. In IEEE Transactions on Circuits and Systems for Video Technology. pp. 703–715 (2001).
Viola P., Jones M., Rapid Object Detection using a Boosted Cascade of Simple Features. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition. vol. 1, pp. 511 (2001).
Open Computer Vision Library, http://sourceforge.net/projects/opencvlibrary
Phillips P.J., Moon H., Rizvi S.A., Rauss P.J., The FERET Evaluation Methodology for Face Recognition Algorithms. IEEE Transactions on Pattern Analysis and Machine Intelligence. vol. 22, pp. 1090–1104 (2000).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer Science+Business Media B.V.
About this paper
Cite this paper
Sevimli, H. et al. (2011). Adult Image Content Classification Using Global Features and Skin Region Detection. In: Gelenbe, E., Lent, R., Sakellari, G., Sacan, A., Toroslu, H., Yazici, A. (eds) Computer and Information Sciences. Lecture Notes in Electrical Engineering, vol 62. Springer, Dordrecht. https://doi.org/10.1007/978-90-481-9794-1_49
Download citation
DOI: https://doi.org/10.1007/978-90-481-9794-1_49
Published:
Publisher Name: Springer, Dordrecht
Print ISBN: 978-90-481-9793-4
Online ISBN: 978-90-481-9794-1
eBook Packages: EngineeringEngineering (R0)