The paper addresses the problem of distinguishing between pornographic and non-pornographic photographs, for the design of semantic filters for the web. Both, decision forests of trees built according to CART (Classification And Regression Trees) methodology and Support Vectors Machines (SVM), have been used to perform the classification. The photographs are described by a set of low-level features, features that can be automatically computed simply on gray-level and color representation of the image. The database used in our experiments contained 1500 photographs, 750 of which labeled as pornographic on the basis of the independent judgement of several viewers.

Ciocca, G., Cusano, C., Schettini, R. (2003). On the Detection of pornographic digital images. In Proceedings of SPIE - The International Society for Optical Engineering (pp.2105-2113). SPIE [10.1117/12.503338].

On the Detection of pornographic digital images

CIOCCA, GIANLUIGI;CUSANO, CLAUDIO;SCHETTINI, RAIMONDO
2003

Abstract

The paper addresses the problem of distinguishing between pornographic and non-pornographic photographs, for the design of semantic filters for the web. Both, decision forests of trees built according to CART (Classification And Regression Trees) methodology and Support Vectors Machines (SVM), have been used to perform the classification. The photographs are described by a set of low-level features, features that can be automatically computed simply on gray-level and color representation of the image. The database used in our experiments contained 1500 photographs, 750 of which labeled as pornographic on the basis of the independent judgement of several viewers.
paper
Adult image detection; CART; Decision forests; Image classification; Low-level features; Support vectors machines;
English
Visual Communications and Image Processing 2003 - 8 July 2003 through 11 July 2003
2003
Proceedings of SPIE - The International Society for Optical Engineering
2003
5150
2105
2113
none
Ciocca, G., Cusano, C., Schettini, R. (2003). On the Detection of pornographic digital images. In Proceedings of SPIE - The International Society for Optical Engineering (pp.2105-2113). SPIE [10.1117/12.503338].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/23858
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