On the detection of pornographic digital images

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5150 III, Issue , 2003, Pages 2105-2113

  Schettini, R ^a   Brambilla, C ^b   Cusano, C ^a,b   Ciocca, G ^a,b  

^a UNIVERSITY OF MILANO BICOCCA   (Italy)

^b CNR   (Italy)

Author keywords

Adult image detection; CART; Decision forests; Image classification; Low level features; Support vectors machines

Indexed keywords

ALGORITHMS; COLOR; DATABASE SYSTEMS; IMAGE ENHANCEMENT; IMAGE QUALITY; LEARNING SYSTEMS; PATTERN RECOGNITION;

ADULT IMAGE DETECTION; CLASSIFICATION AND REGRESSION TREES; DECISION FORESTS; LOW-LEVEL FEATURES; PORNOGRAPHIC DIGITAL IMAGES; SUPPORT VECTORS MACHINES;

IMAGE RETRIEVAL;

EID: 0141718920     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.503338     Document Type: Conference Paper

References (18)

1. D. A. Forsyth and M. M. Fleck. "Identifying nude pictures.", Proc. IEEE Workshop on Application of Computer Vision, 103-108, 1996.
2. J. Z. Wang, J. Li, G. Wiederhold, O. Firschein, "System for Screening Objectionable Images", Computer Communications Journal, 21(15), 1355-1360, 1998.
3. M. J. Jones and J. M. Rehg, "Statistical color models with application to skin detection", Proc. IEEE Computer Vision and Pattern Recognition, 1, 274-280, 1999.
4. L. Breiman, J.H. Friedman, R.A. Olshen, C.J. Stone, Classification and Regression Trees, Wadsworth and Brooks/Cole, 1984.
5. T. Hastie, R. Tibshirani, J. Friedman, The Elements of Statistical Learning, Springer, 2001.
6. V. Vapnik, The Nature of Statistical Learning Theory, Springer, 1995.
7. R. Schettini, C. Brambilla, G. Ciocca, A. Valsasna, M. De Ponti, "A Hierachical Classification Strategy for Digital Documents", Pattern Recognition, 35, 1759-1769, 2002.
8. K. Goh, E. Chang, K. Cheng, "Support Vector Machine Pairwise Classifiers with Error Reduction for Image Classification", http://www.acm.org/sigs/sigmm/MM2001, 2001.
9. Vailaya and A. Jain, "Reject option for VQ-based bayesian classification", 15th International Conference on Pattern Recognition, Barcelona, Spain, September, 2000.
10. M.A. Stricker, M. Orengo, "Similarity of color images", SPIE Storage and Retrieval for Image and Video Databases III Conference, 1995.
11. P. Ciocca, R. Schettini, "A relevance feedback mechanism for content-based retrieval", Information Processing and Management, 35, 605-632, 1999.
12. R. Schettini, A. Valsasna, C. Brambilla and M. De Ponti, "A new classification strategy for color documents", Internet Imaging II, Proc of SPIE, 4311, 70-78, 2001.
13. R. Schettini, C. Brambilla, and C. Cusano, "Content-Based Classification of Digital Photos", Proc. MCS 2002, 272-281, 2002.
14. M. Fleck, D. Forsyth, and C. Bregler, "Finding Naked People", Proc. European Conf. on Computer Vision, 2, 592-602, 1996.
15. P. Scheunders, S. Livens, G. Van de Wouwer, P. Vautrot, D. Van Dyck, "Wavelet-based texture analysis", International Journal Computer Science and Information management. wcc.ruca.ua.ac.be/~livens/WTA/, 1997.
16. J. Canny, "A computational approach to edge detection", IEEE Trans. On Pattern Analysis and Machine Intelligence, IEEE-8, 679-698, 1986.
17. M. Amadasun, R. King, "Textural features corresponding to textural properties", IEEE Transaction on System, Man and Cybernetics, 19(5), 1264-1274, 1989.
18. H. Tamura, S. Mori, T. Yamawaki, "Textural features corresponding to visual perception", IEEE Transaction on System, Man and Cybernetics, 8, 460-473, 1978.