Recognition of Adult Images, Videos, and Web Page Bags
Hu, Weiming1; Zuo, Haiqiang1; Wu, Ou1; Chen, Yunfei1; Zhang, Zhongfei; Suter, David2; Weiming Hu
发表期刊ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS
2011-10-01
卷号7期号:1页码:22
文章类型Article
摘要In this article, we develop an integrated adult-content recognition system which can detect adult images, adult videos, and adult Web page bags, where a Web page bag consists of a Web page and a predefined number of Web pages linked to it through hyperlinks. In our adult image-recognition algorithm, we model skin patches rather than skin pixels, resulting in better results than state-of-the-art algorithms which model skin pixels. In our adult video-recognition algorithm, information from the accompanying audio section around an image in an adult video is used to obtain a prior classification of the image. The algorithm achieves a better performance than the ones which use image information alone or audio information alone. The adult Web page bag recognition is carried out using multi-instance learning based on the combination of classifying texts, images and videos in Web pages. Both the speed and the accuracy for recognizing the Web adult content are increased, in contrast to recognizing Web pages one-by-one.
关键词Algorithms Design Human Factors Skin Patch Modeling Recognition Of Adult Images Recognition Of Adult Videos Recognition Of Adult Web Page Bags
WOS标题词Science & Technology ; Technology
关键词[WOS]RETRIEVAL ; SYSTEM ; SUBSPACE ; ENGINE
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods
WOS记录号WOS:000297725800009
引用统计
被引频次:9[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/3253
专题多模态人工智能系统全国重点实验室_视频内容安全
通讯作者Weiming Hu
作者单位1.Chinese Acad Sci, Inst Automat, Beijing 100864, Peoples R China
2.Univ Adelaide, Adelaide, SA 5005, Australia
第一作者单位中国科学院自动化研究所
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Hu, Weiming,Zuo, Haiqiang,Wu, Ou,et al. Recognition of Adult Images, Videos, and Web Page Bags[J]. ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,2011,7(1):22.
APA Hu, Weiming.,Zuo, Haiqiang.,Wu, Ou.,Chen, Yunfei.,Zhang, Zhongfei.,...&Weiming Hu.(2011).Recognition of Adult Images, Videos, and Web Page Bags.ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS,7(1),22.
MLA Hu, Weiming,et al."Recognition of Adult Images, Videos, and Web Page Bags".ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS 7.1(2011):22.
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