Pornographic image detection based on multilevel representation
文献类型：期刊论文
| 作者 | Wang, Yushi1; Huang, Qingming2; Gao, Wen3 |
| 刊名 | International journal of pattern recognition and artificial intelligence
 |
| 出版日期 | 2009-12-01 |
| 卷号 | 23期号:8页码:1633-1655 |
| 关键词 | Image classification Pornographic images Visual word Visual phrase Multilevel representation |
| ISSN号 | 0218-0014 |
| DOI | 10.1142/s0218001409007739 |
| 通讯作者 | Wang, yushi(yswang@jdl.ac.cn) |
| 英文摘要 | With the proliferation of pornographic images on the internet, it is essential to automatically detect pornographic images by analyzing image content. most traditional detection systems are based on low-level features and generate many false positives due to images that contain large regions of skin-like colors. in this paper, we present a novel detection method based on local features, such as sift (scale invariant feature transform) visual words. support vector machine (svm) is used to classify images according to their multilevel representation based on visual words and the distribution of pornography-related visual words. the multilevel representation captures inter-word statistics and fuses various visual components of pornographic scenes. experimental results demonstrate that our method outperforms traditional skin-region and human-body-model based methods, and performs well on a wide range of test data, in particular, on human-related images. |
| WOS关键词 | SKIN DETECTION ; RETRIEVAL ; SYSTEM ; DISCOVERY ; PATTERNS ; REGION ; MODELS ; SCALE ; WORDS |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| 语种 | 英语 |
| WOS记录号 | WOS:000273425500005 |
| 出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2396003 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Wang, Yushi |
| 作者单位 | 1.Harbin Inst Technol, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Grad Sch, Beijing 100039, Peoples R China 3.Peking Univ, Inst Digital Media, Beijing 100871, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Yushi,Huang, Qingming,Gao, Wen. Pornographic image detection based on multilevel representation[J]. International journal of pattern recognition and artificial intelligence,2009,23(8):1633-1655. |
| APA | Wang, Yushi,Huang, Qingming,&Gao, Wen.(2009).Pornographic image detection based on multilevel representation.International journal of pattern recognition and artificial intelligence,23(8),1633-1655. |
| MLA | Wang, Yushi,et al."Pornographic image detection based on multilevel representation".International journal of pattern recognition and artificial intelligence 23.8(2009):1633-1655. |
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来源：中国科学院大学
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