@article{ART001958339},
author={손동구 and Cheol Hong Kim and Jong Myon Kim},
title={Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2015},
volume={20},
number={1},
pages={1-10}
TY - JOUR
AU - 손동구
AU - Cheol Hong Kim
AU - Jong Myon Kim
TI - Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU
JO - Journal of The Korea Society of Computer and Information
PY - 2015
VL - 20
IS - 1
PB - The Korean Society Of Computer And Information
SP - 1
EP - 10
SN - 1598-849X
AB - In this paper, we propose an efficient parallel implementation method of a widely used complexfour-stage fire detection algorithm using a graphics processing unit (GPU) to improve the performance ofthe algorithm and analyze the performance of the parallel implementation method. In addition, we use seven different resolution videos (QVGA, VGA, SVGA, XGA, SXGA+, UXGA, QXGA) as inputs of thefour-stage fire detection algorithm. Moreover, we compare the performance of the GPU-based approachwith that of the CPU implementation for each different resolution video. Experimental results using fivedifferent fire videos with seven different resolutions indicate that the execution time of the proposed GPUimplementation outperforms that of the CPU implementation in terms of execution time and takes a25.11ms per frame for the UXGA resolution video, satisfying real-time processing (30 frames per second,30fps) of the fire detection algorithm.
KW - Fire detection method;graphics processing unit;real-time processing;video resolution
DO -
UR -
ER -
손동구, Cheol Hong Kim and Jong Myon Kim. (2015). Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU. Journal of The Korea Society of Computer and Information, 20(1), 1-10.
손동구, Cheol Hong Kim and Jong Myon Kim. 2015, "Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU", Journal of The Korea Society of Computer and Information, vol.20, no.1 pp.1-10.
손동구, Cheol Hong Kim, Jong Myon Kim "Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU" Journal of The Korea Society of Computer and Information 20.1 pp.1-10 (2015) : 1.
손동구, Cheol Hong Kim, Jong Myon Kim. Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU. 2015; 20(1), 1-10.
손동구, Cheol Hong Kim and Jong Myon Kim. "Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU" Journal of The Korea Society of Computer and Information 20, no.1 (2015) : 1-10.
손동구; Cheol Hong Kim; Jong Myon Kim. Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU. Journal of The Korea Society of Computer and Information, 20(1), 1-10.
손동구; Cheol Hong Kim; Jong Myon Kim. Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU. Journal of The Korea Society of Computer and Information. 2015; 20(1) 1-10.
손동구, Cheol Hong Kim, Jong Myon Kim. Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU. 2015; 20(1), 1-10.
손동구, Cheol Hong Kim and Jong Myon Kim. "Implementation and Performance Evaluation of a Video-Equipped Real-Time Fire Detection Method at Different Resolutions using a GPU" Journal of The Korea Society of Computer and Information 20, no.1 (2015) : 1-10.
