Histogram of oriented gradients front end processing: An FPGA based processor approach


Autoria(s): Kelly, Colm; Siddiqui, Fahad Manzoor; Bardak, Burak; Woods, Roger
Data(s)

20/10/2014

Resumo

<p>The Field Programmable Gate Array (FPGA) implementation of the commonly used Histogram of Oriented Gradients (HOG) algorithm is explored. The HOG algorithm is employed to extract features for object detection. A key focus has been to explore the use of a new FPGA-based processor which has been targeted at image processing. The paper gives details of the mapping and scheduling factors that influence the performance and the stages that were undertaken to allow the algorithm to be deployed on FPGA hardware, whilst taking into account the specific IPPro architecture features. We show that multi-core IPPro performance can exceed that of against state-of-the-art FPGA designs by up to 3.2 times with reduced design and implementation effort and increased flexibility all on a low cost, Zynq programmable system.</p>

Formato

application/pdf

Identificador

http://pure.qub.ac.uk/portal/en/publications/histogram-of-oriented-gradients-front-end-processing-an-fpga-based-processor-approach(3139c7f6-d29a-4d15-8e55-843bc8ae029a).html

http://dx.doi.org/10.1109/SiPS.2014.6986093

http://pure.qub.ac.uk/ws/files/13748180/Kelly_HoG.pdf

Idioma(s)

eng

Publicador

Institute of Electrical and Electronics Engineers Inc.

Direitos

info:eu-repo/semantics/openAccess

Fonte

Kelly , C , Siddiqui , F M , Bardak , B & Woods , R 2014 , Histogram of oriented gradients front end processing: An FPGA based processor approach . in Proceedings of the 2014 IEEE workshop on Signal Processing Systems . Institute of Electrical and Electronics Engineers Inc. , 2014 IEEE Workshop on Signal Processing Systems, SiPS 2014 , Belfast , United Kingdom , 20-22 October . DOI: 10.1109/SiPS.2014.6986093

Palavras-Chave #DSP #FPGA Memory #HOG #Video Processing #/dk/atira/pure/subjectarea/asjc/2200/2208 #Electrical and Electronic Engineering #/dk/atira/pure/subjectarea/asjc/1700/1711 #Signal Processing #/dk/atira/pure/subjectarea/asjc/2600/2604 #Applied Mathematics #/dk/atira/pure/subjectarea/asjc/1700/1708 #Hardware and Architecture
Tipo

contributionToPeriodical