On the detection of pornographic digital images

被引:12
|
作者
Schettini, R [1 ]
Brambilla, C [1 ]
Cusano, C [1 ]
Ciocca, G [1 ]
机构
[1] Univ Milan, DISCO, I-20126 Milan, Italy
来源
VISUAL COMMUNICATIONS AND IMAGE PROCESSING 2003, PTS 1-3 | 2003年 / 5150卷
关键词
adult image detection; CART; decision forests; image classification; low-level features; Support Vectors Machines;
D O I
10.1117/12.503338
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
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.
引用
收藏
页码:2105 / 2113
页数:9
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