Specific Erotic Image Detection Method Based on SVM


(*) Corresponding author


Authors' affiliations


DOI's assignment:
the author of the article can submit here a request for assignment of a DOI number to this resource!
Cost of the service: euros 10,00 (for a DOI)

Abstract


A specific erotic image detection method (SEIDM) is presented for some special kinds of erotic images which are difficult to be identified by conventional algorithm in this paper. According to the features of these specific erotic images, an improved skin-color model is presented and a new image text detection method using integral image is designed. Text information and skin-color information detected are fed to a trained Support Vector Machine (SVM) which gives the final result. The experimental results indicate that SEIDM can detect special erotic image with high recall and precision.
Copyright © 2013 Praise Worthy Prize - All rights reserved.

Keywords


Skin-Color Model; Text Detection; Support Vector Machine (SVM); Naked-Chatting Image; Advertisement-Prostitution Image

Full Text:

PDF


References


Wang J. Z., Wiederhold G., Firschein O., System for Screening Objectionable Images Using Daubechies' Wavelets and Color Histograms, Proceedings of the 4th International Workshop on Interactive Distributed Multimedia Systems and Telecommunication Services(Page: 20 Year of Publication: 1997 ISBN: 3-540-63519-X).

Drimbarean A. F., Image processing techniques to detect and filter objectionable images based on skin tone and shape recognition, Proceedings of International Conference on Consumer Electronics(Page: 278 Year of Publication: 2001 ISBN: 0-7803-6622-0).

D. A. Forsyth, M. M. Fleck, Automatic detection of human nudes, International Journal of Computer Vision, Vol. 32, n. 1, pp. 63-77, 1999.

Jones M. J., Rehg J. M., Statistical color models with application to skin detection, IEEE Conference on Computer Vision and Pattern Recognition(Page: 274 Year of Publication: 1999 ISBN: 0-7695-0149-4).

Fang Z. Q., Wei Z., Gao W., Shape-based adult images detection, Proceedings of the Third International Conference on Image and Graphics(Page: 150 Year of Publication: 2004 ISBN: 0-7695-2244-0).

Qi Yiru, Wang Guoying, Features Extraction of Erotic Image on Object Area, Computer Engineering and Applications, n. 23, pp. 58-60, 2006.

WANG Yi-ding, Method of erotic image filtering in real internet, Journal on Communications, Vol. 30, n. 10, pp. 103-106,113, 2009.

Phung S. L., Bouzerdoum A., Chai D., A novel skin color model in YCbCr color space and its application to human face detection, International Conf on Image Processing(Page: 289 Year of Publication: 2002 ISBN: 0-7803-7622-6).

Kovac J., Peer P., Solina F., Human skin colour clustering for face detection, Proceedings of the 5th European Conference on Computer Vision(Page: 144 Year of Publication: 2003 ISBN: 0-7803-7763-X).

Zahra Sadri Tabatabaie, Rahmita Wirza Rahmat, Nur Izura Udzir, Esmaeil Kheirkhah. Adaptive Skin Color Classification Technique for Color-Based Face Detection Systems using Integral Image, International Review on Computers and Software (IRECOS), Vol. 6, n. 1, pp. 32-39, 2011.

Guorong Xiao, Xuemiao Xu. Outline-based Text Image, International Review on Computers and Software (IRECOS), Vol. 6, n. 6, pp. 1084-1088, 2011.

F.Corw, Summed-area tables for texture mapping, ACM Computer Graphics, Vol. 18, n. 3, pp. 207-212, 1984.

Paul V., Michael J., Rapid object detection using a boosted cascade of simple feature, Proc of the Intl Conf on Computer Vision and Pattern Recognition(Page: 511 Year of Publication: 2001 ISBN: 0-7695-1272-0).

WANG Wei-qiang, FU Li-bo, GAO Wen, et al., Text detection based on stroke features, Journal on Communications, Vol. 28, n. 12, pp. 112-120, 2007.

CHENG Hao, HUANG Lei, LIU Jin-gang, Video Text Segmentation Algorithm Based on Stroke Extraction and Color Model, Computer Engineering, Vol. 35, n. 4, pp. 193-195, 2009.

GU Ya-xiang, DING Shi-fei, Advances of Support Vector Machines(SVM), Computer Science, Vol. 38, n. 2, pp. 14-17, 2011.

LIU Xiang-Dong, CHEN Zhao-Qian, A Fast Classification Algorithm of Support Vector Machines, Journal of Computer Research and Development, Vol. 41, n. 8, pp. 1327-1332, 2004.


Refbacks

  • There are currently no refbacks.



Please send any question about this web site to info@praiseworthyprize.com
Copyright © 2005-2024 Praise Worthy Prize