Title : 
Multi-scale car detection and localization using contour fragments
         
        
            Author : 
Lei Li ; Seongbeak Yoon ; Jixuan Liu ; Juneho Yi
         
        
            Author_Institution : 
Sungkyunkwan Univ. Suwon, Suwon, South Korea
         
        
        
        
        
        
            Abstract : 
This research features multi-scale car detection and localization. Deformable active contour fragments are represented and learned at multiple scales, which directly represent the shape of cars. Accurate localization is also achieved by learning the variation of the car center position through the deformation of each active contour fragment. Employing Real-Boost for the proposed multi-scale deformable contour fragments provides a very good performance on widely used single scale multi-view and multi-scale multi-view car datasets.
         
        
            Keywords : 
object detection; accurate localization; car center position; deformable active contour fragments; multiscale car detection; multiscale multiview car datasets; single scale multiview car datasets; Active contours; Detectors; Feature extraction; Image edge detection; Object detection; Shape; Training; Multi-scale active contour fragment (MACF); Multi-scale car detection; Self-calibrating center localization;
         
        
        
        
            Conference_Titel : 
Image Processing (ICIP), 2014 IEEE International Conference on
         
        
            Conference_Location : 
Paris
         
        
        
            DOI : 
10.1109/ICIP.2014.7025322