Title :
Power-efficient focal-plane image representation for extraction of enriched Viola-Jones features
Author :
Fernández-Berni, Jorge ; Acasandrei, Laurentiu ; Carmona-Galán, Ricardo ; Barriga-Barros, Ángel ; Rodríquez-Vázquez, Ángel
Author_Institution :
Inst. of Microelectron. of Seville (IMSE-CNM), Consejo Super. de Investig. Cientificas y Univ. de Sevilla, Sevilla, Spain
Abstract :
This paper describes the use of a reconfigurable focal-plane processing array in order to achieve an image representation which dramatically reduces the computational load of the Viola-Jones object detection framework. Additionally, such representation provides richer information than the simple sum of pixels within rectangular regions originally defined in this framework. As a result, more elaborated features could be devised to speed up the execution of the subsequent attentional cascade, boosting thus the performance of the whole algorithm. The proposed circuitry has been successfully implemented in a CMOS prototype smart imager. Experimental results are given, demonstrating the suitability of the approach presented to efficiently deliver enriched Viola-Jones features.
Keywords :
CMOS integrated circuits; feature extraction; image representation; CMOS prototype smart imager; Viola-Jones feature extraction; Viola-Jones object detection framework; power-efficient focal-plane image representation; reconfigurable focal-plane processing array; Acceleration; Arrays; Feature extraction; Image representation; Object detection; Prototypes; System-on-a-chip;
Conference_Titel :
Circuits and Systems (ISCAS), 2012 IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-0218-0
DOI :
10.1109/ISCAS.2012.6271982