• DocumentCode
    3364707
  • Title

    A Tool Chain for Active Shape Model

  • Author

    Zhang, Fan ; Shen, Ruimin ; Xu, Lishuang ; Chen, Gang ; Wang, Jiajun

  • Author_Institution
    Dept. of Comput. Technol., Shanghai Jiao Tong Univ., Shanghai, China
  • Volume
    2
  • fYear
    2012
  • fDate
    26-27 Aug. 2012
  • Firstpage
    226
  • Lastpage
    229
  • Abstract
    We present a tool chain to make the use of ASM algorithm in applications more easily. Active shape models (ASMs) are statistical models for deformable objects. It has been widely used for facial feature localization. But using the ASM is complex and requires a lot of work. This paper presents the design and implementation of a tool chain for the ASM based application. It includes labeling tool, training tool, fitting tool and test tool respectively. The labeling tool is used to label the features points in a face image and save the marked points to an annotation file very easily. The original code of training and fitting tools is from JIAPEI´s open source and we extend the fitting algorithm in our fitting tool. The test tool is used to divide the images into several groups by file names and apply cross-validation to test the accuracy of fitted feature points. Based on this tool chain, we get the fitting result with limited required effect. Finally, we introduce a gender classification prototype application based on accurate feature points detected by the tool chain.
  • Keywords
    face recognition; feature extraction; image classification; shape recognition; statistical analysis; ASM algorithm; JIAPEI open source; active shape model; deformable object; face image; facial feature localization; feature point; fitting tool; gender classification; labeling tool; statistical model; test tool; tool chain; training tool; Active shape model; Face; Fitting; Labeling; Shape; Support vector machines; Training; ASMs; fitting tool; gender classification; labeling tool; test tool; training tool;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2012 4th International Conference on
  • Conference_Location
    Nanchang, Jiangxi
  • Print_ISBN
    978-1-4673-1902-7
  • Type

    conf

  • DOI
    10.1109/IHMSC.2012.150
  • Filename
    6305764