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Decision of Image Harmfulness Using an Artificial Neural Network
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 Title & Authors
Decision of Image Harmfulness Using an Artificial Neural Network
Jang, Seok-Woo; Park, Young-Jae; Byun, Siwoo;
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 Abstract
Various types of multimedia contents have been widely spread and distributed with the Internet that is easy to use. Meanwhile, Multimedia contents can bright a social problem because juveniles can access such harmful contents easily through the Internet. This paper proposes a method to determine if an input image is harmful or not, using an neural network. The proposed method first detects a face region from an input image through MCT features. The method then extracts skin color regions using color features and obtains candidate nipple areas from the extracted skin regions. Subsequently, we determine if the input image is harmful, by filtering out non-nipple regions using the artificial neural network. Experimental results show that the proposed method can effectively determine the harmfulness of input images.
 Keywords
Modified Census Transform;Filtering;Neural Network;Image Harmfulness;
 Language
Korean
 Cited by
 References
1.
G.-T. Zhou, K. M. Ting, F. T. Liu, and Y. Yin, "Relevance Feature Mapping for Content-based Multimedia Information Retrieval", Pattern Recognition, Vol. 45, No. 4, pp. 1707-1720, April 2012. DOI: http://dx.doi.org/10.1016/j.patcog.2011.09.016 crossref(new window)

2.
V. M. T. Ochoa, S. Y. Yayilgan, and F. A. Cheikh, "Adult Video Content Detection Using Machine Learning Techniques", In Proc. of the International Conference on Signal Image Technology and Internet Based Systems (SITIS'12), Naples, Italia, pp. 967-974, November 2012. DOI: http://dx.doi.org/10.1109/sitis.2012.143 crossref(new window)

3.
S.-W. Jang, Y.-J. Park, G.-Y. Kim, H.-I. Choi, M.-C. Hong, "An Adult Image Identification System Based on Robust Skin Segmentation", Journal of Imaging Science and Technology, Vol. 55. No. 2, pp. 020508-1-10, March 2011. crossref(new window)

4.
J.-L. Shih, C.-H. Lee, and C.-S. Yang, "An Adult Images Identification System Employing Image Retrieval Technique", Pattern Recognition Letters, Vol. 28, No. 16, pp. 2367-2374, December 2007. DOI: http://dx.doi.org/10.1016/j.patrec.2007.08.002 crossref(new window)

5.
Q.-F. Zheng, W. Zeng, G. Wen, and W.-Q. Wang, "Shape-based Adult Images Detection", In Proc. of the IEEE Symposium on Multi-Agent Security and Survivability, pp. 150-153, December 2004. DOI: http://dx.doi.org/10.1109/ICIG.2004.128 crossref(new window)

6.
Y.-J. Park, S.-H. Weon, J.-K. Sung, H.-I. Choi, and G.-Y. Kim, "Identification of Adult Images through Detection of the Breast Contour and Nipple", Information-An International Interdisciplinary Journal, Vol. 15, No. 7, pp. 2643-2652, July 2012.

7.
M.-J. Tsai and H.-S. Chang, "The Design of a Hybrid Feature Detector for Adult Image", In Proc. of the IEEE Seventh International Conference on Semantic Computing (ICSC'13), Irvine, CA, pp. 389-390, September 2013. DOI: http://dx.doi.org/10.1109/icsc.2013.73 crossref(new window)

8.
B. Froba and A. Ernst, "Face Detection with the Modified Census Transform", In Proc. of the IEEE International Conference on Automatic Face and Gesture Recognition, pp. 91-96, May 2004. DOI: http://dx.doi.org/10.1109/AFGR.2004.1301514 crossref(new window)

9.
R.-L. Hsu, M. Abdel-Mottaleb, and A. K. Jain, "Face Detection in Color Images", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, No. 5, pp. 696-706, May 2002. DOI: http://dx.doi.org/10.1109/34.1000242 crossref(new window)

10.
S.-W. Jang, Y.-J. Park, and G.-Y. Kim, "Detection of Harmful Images Based on Color and Geometrical Features", Journal of Korea Academia-Industrial Cooperation Society, Vol. 14, No. 11, pp. 5834-5840, November 2013. DOI: http://dx.doi.org/10.5762/KAIS.2013.14.11.5834 crossref(new window)

11.
Y.-H. Lee, D.-H. Kim, and H.-S. Ko, "License Plate Detection with Improved Adaboost Learning Based on Newton's Optimization and MCT", Journal of the Korea Society of Computer and Information, Vol. 17, No. 12, pp. 71-82, December 2012. DOI: http://dx.doi.org/10.9708/jksci/2012.17.12.071 crossref(new window)

12.
H.-K. Yang, "User Authentication Scheme based on Security-enhanced Biometric Information for C/S System", The Journal of The Institute of Internet, Broadcasting and Communication (IIBC), Vol. 15, No. 4, pp.43-53, Aug. 31, 2015 DOI: http://dx.doi.org/10.7236/JIIBC.2015.15.4.43 crossref(new window)

13.
J.-H. Jun, M.-S. Jung, Y.-S. Jang, "Cheol-Woong Ahn,Sung-Ho Kim, Harmful Image Detection Method Using Skin and Non-Skin Features", The Journal of The Institute of Internet, Broadcasting and Communication (IIBC), Vol. 15, No. 4, pp.55-61, Aug. 31, 2015 DOI: http://dx.doi.org/10.7236/JIIBC.2015.15.4.55 crossref(new window)

14.
D.-H. Lee, M.-M. Kang, Y.-K. Kim, S.-D. Lee, "Sign Language recognition Using Sequential Ram-based Cumulative Neural Networks", The Journal of The Institute of Webcasting, Internet Television and Telecommunication, VOL. 9 No. 5, pp. 205-211, 2009.

15.
S-C. Lim, G.-W. Jin, "Alternative tactile sensor for measuring rehabilitation study using to neural network", The Journal of The Institute of Web casting, Internet and Telecommunication, VOL. 12 No. 4, pp. 23-29, 2012. DOI: http://dx.doi.org/10.7236/JIWIT.2012.12.4.23 crossref(new window)

16.
S.-M. Park, M.-M. Kang, S.-H. Eom "A Study on Handwritten Digit Categorization of RAM-based Neural Network", The Journal of The Institute of Webcasting, Internet and Telecommunication VOL. 12 No. 3 DOI: http://dx.doi.org/10.7236/JIWIT.2012.12.3.201 crossref(new window)

17.
J.-W. S., T.-K. An, M.-H. Kim, Y.-S. Hong, "Measurement of the Crowd Density in Outdoor Using Neural Network", The Journal of The Institute of Webcasting, Internet and Telecommunication, VOL. 12 No. 2, pp. 103-110, 2012. DOI: http://dx.doi.org/10.7236/JIWIT.2012.12.2.103 crossref(new window)

18.
I.-K. Park, "A Study on the Prediction of the Nonlinear Chaotic Time Series, Using Genetic Algorithm based Fuzzy Neural Network", The Journal of The Institute of Webcasting, Internet and Telecommunication, VOL. 11 No. 4, pp. 91-97. 2011.

19.
Gil-Jin Jang, Ahra Jo, Jeong-Sik Park, Yong-Ho Seo, "Video-based Facial Emotion Recognition using Active Shape Models and Statistical Pattern Recognizers", The Journal of The Institute of Internet, Broadcasting and Communication (IIBC), Vol. 14, No. 3, pp.139-146, Jun. 30, 2014. DOI: http://dx.doi.org/10.7236/JIIBC.2014.14.3.139 crossref(new window)

20.
Phill-Kyu Rhee, YongZhe Xu, Hak-Chul Shin, ShenYan, "Local Context based Feature Extraction for Efficient Face Detection", The Journal of The Institute of Webcasting, Internet and Telecommunication, VOL. 11 No. 1, pp. 185-191, 2011.

21.
Han-Soo Cho, "Face Detection based on Pupil Color Distribution Maps with the Frequency under the Illumination Variance", The Journal of The Institute of Webcasting, Internet Television and Telecommunication, VOL. 9 No. 5, pp. 225-232, 2009.

22.
In-Kue Park, Bo-Hyeok Ahn, Gyoo-Seok Choi, "An Edge Detection for Face Feature Extraction using ${\lambda}$-Fuzzy Measure", The Journal of The Institute of Webcasting, Internet Television and Telecommunication, VOL. 9 No. 4pp. 75-79, 2009.

23.
In-Kyu Park, Bo-Huck Ahn, Gyoo-Seok Choi, "Defecfion of Face Feafures using Extended Valley Energy", The Journal of The Institute of Webcasting, Internet Television and Telecommunication, VOL. 9 No. 3, pp. 187-192, 2009.

24.
In-Kyu Park, Bo-Hyuk Ahn, Gyoo-Seok Choi, "A Study on Feature Extraction of Morphological Shape Decomposition for Face Verification", The Journal of The Institute of Webcasting, Internet Television and Telecommunication, VOL. 9 No. 2pp. 7-12, 2009

25.
Won-Jun Lee, "An Empirical Approach to Evaluate College Image Perception", Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology, Vol.5 No.1, pp. 57-66, Feb. 2015. DOI: http://dx.doi.org/10.14257/AJMAHS.2015.02.08 crossref(new window)