Recently, pedestrian detection from in-vehicle camera images is becoming an crucial technology for Intelligent Transportation Systems (ITS). However, it is difficult to detect pedestrians accurately in various scenes by obtaining training samples. To tackle this problem, we propose a method to construct scene dependent classifiers to improve the accuracy of pedestrian detection. The proposed method selects an appropriate classifier based on the scene information that is a category of appearance associated with location information. To construct scene dependent classifiers, the proposed method introduces generative learning for synthesizing scene dependent training samples. Experimental results showed that the detection accuracy of the proposed method outperformed the comparative method, and we confirmed that scene dependent classifiers improved the accuracy of pedestrian detection.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Pedestrian detection by scene dependent classifiers with generative learning


    Beteiligte:
    Yoshida, Hidefumi (Autor:in) / Suzuo, Daichi (Autor:in) / Deguchi, Daisuke (Autor:in) / Ide, Ichiro (Autor:in) / Murase, Hiroshi (Autor:in) / Machida, Takashi (Autor:in) / Kojima, Yoshiko (Autor:in)


    Erscheinungsdatum :

    01.06.2013


    Format / Umfang :

    1702133 byte





    Medientyp :

    Aufsatz (Konferenz)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch



    PEDESTRIAN DETECTION BY SCENE DEPENDENT CLASSIFIERS WITH GENERATIVE LEARNING

    Yoshida, H. / Suzuo, D. / Deguchi, D. et al. | British Library Conference Proceedings | 2013


    Learning Generative Models of Scene Features

    Sim, R. / Dudek, G. / IEEE | British Library Conference Proceedings | 2001


    Pedestrian detection in traffic scenes using multi-attitude classifiers

    Brehar, Raluca / Nedevschi, Sergiu | IEEE | 2013


    A Cascade of Feed-Forward Classifiers for Fast Pedestrian Detection

    Chen, Yu-Ting / Chen, Chu-Song | Springer Verlag | 2007


    Learning Generative Models of Scene Features

    Sim, R. / Dudek, G. | British Library Online Contents | 2004