DocumentCode
687438
Title
GPGPU Implementation for Steering Hands Tracking of a Car Driver by Particle Filter with Depth Image Sensor
Author
Ikoma, Norikazu
Author_Institution
Kyushu Inst. of Technol., Kitakyushu, Japan
fYear
2013
fDate
10-12 Dec. 2013
Firstpage
164
Lastpage
167
Abstract
An elaborated parallel implementation of particle filter in GPGPU has been applied to track steering hands of a car driver with depth image sensor for extracting arm and hand regions. Use of depth image sensor can provide more clear extraction of arm and hand regions for left and right than conventional image sensor. Parallel implementation in GPGPU allows fast computation and use of significantly larger number of particles in particle filter algorithm. Experimental results show computational performance of the proposed method.
Keywords
feature extraction; graphics processing units; image sensors; object tracking; particle filtering (numerical methods); road safety; traffic engineering computing; GPGPU implementation; arm region extraction; car driver; depth image sensor; general purpose graphics processing unit; hand region extraction; particle filter; steering hands tracking; Robots; Signal processing; GPGPU; car driving safety; parallel computation; particle filter;
fLanguage
English
Publisher
ieee
Conference_Titel
Robot, Vision and Signal Processing (RVSP), 2013 Second International Conference on
Conference_Location
Kitakyushu
Print_ISBN
978-1-4799-3183-5
Type
conf
DOI
10.1109/RVSP.2013.45
Filename
6830005
Link To Document