• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
  • Scopus
  • Indexed by Core Journals of China, Chinese S&T Journal Citation Reports
  • Chinese S&T Journal Citation Reports
  • Chinese Science Citation Database
Volume 20 Issue 1
Feb.  2007
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Article Contents
PENG Qiang, ZHANG Xiaofei. Feature Vector-Based Nude Picture Detection[J]. Journal of Southwest Jiaotong University, 2007, 20(1): 13-18.
Citation: PENG Qiang, ZHANG Xiaofei. Feature Vector-Based Nude Picture Detection[J]. Journal of Southwest Jiaotong University, 2007, 20(1): 13-18.

Feature Vector-Based Nude Picture Detection

  • Received Date: 01 Sep 2006
  • Publish Date: 25 Feb 2007
  • To overcome the shortcomings in the existing nude picture filtering systems and image recognition techniques,a feature vector-based nude picture detection algorithm was proposed.In the algorithm,chrominance value of the YIQ color coordinate and hue value of the YUV color coordinate were taken to build the skin color model,and the SSD(sum of square difference)on a 5×5 pixel window is used as the skin texture model.Then features representing the number and proportion of skin areas are extracted from skin mask images and are consequently inputted into an SVM(support vector machine).The experimental results on databases containing 457 nude pictures and 1 101 non-nude pictures show that the proposed algorithm averagely achieves 89.3% in detection accuracy,85.8% in retrieval rate,and 4.4% in error rate.

     

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  • JONES M J,REHG J M.Statistical color models with application to skin detection[C]// IEEE Conference on Computer Vision and Pattern Recognition(CVPR99).Colorado:IEEE Press,1999,1:274-280.[2] 尹显东,唐丹,邓君,等.基于内容的特定图像过滤方法[J].计算机测量与控制,2004,12(3):283-286.YIN Xiandong,TANG Dan,DENG Jun,et al.Content-based method for nude image filering[J].Computer Measurement Control,2004,12(3):283-286.[3] 杨金锋,傅周宇,谭铁牛,等.一种新型的基于内容的图像识别与过滤方法[J].通信学报,2004,25(7):93-106.YANG Jinfeng,FU Zhouyu,TAN Tieniu,et al.A novel algorithm for content-based image recognition and filtering[J].Journal of China Institute of Communications,2004,25(7):93-106.[4] 雷浩,李生红.基于改进Kohonen网和BP网的色情图像识别技术[J].计算机工程,2005,31(10):164-167.LEI Hao,LI Shenghong.Identification of porn Images based on improved kohonen neural network and BP network[J].Computer Engineering,2005,31(10):164-167.[5] YANG M H,KERIGMAN D J,AHUJA N.Detecting human faces in color images:a survey[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2002,24(1):4-58.[6] 段立娟,崔国勤,高文,等.多层次特定类型图像过滤方法[J].计算机辅助设计与图形学学报,2002,14(5):404-409.DUAN Lijuan,CUI Guoqin,GAO Wen,et al.A hierarchical method for nude image filtering[J].Journal of ComputerAided Design Computer Graphics,2002,14(5):404-409.[7] CHAPELLE O,HAFFNER P,VAPNIK V.Support vector machines for histogram-based image classification[J].IEEE Trans.on Neural Networks,1999,10(5):1 055-1 064.[8] BOSSON A,CAWLEY G C,CHAN Y,et al.Non-retrieval:blocking pornographic Images[C]// In International Conference on Image and Video Retrieva(CIVR-2002).London:Springer Press,2002:50-60.[9] JEONG C,KIM J,HONG K.Appearance-based nude image detection[C]// Proceedings of the 17th International Conference on Pattern Recognition(ICPR04).Cambridge:IEEE Press,2004:467-470.
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