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An Implementation of a Video-Equipped Real-Time Fire Detection Algorithm Using GPGPU

  • Journal of The Korea Society of Computer and Information
  • Abbr : JKSCI
  • 2014, 19(8), pp.1-10
  • Publisher : The Korean Society Of Computer And Information
  • Research Area : Engineering > Computer Science

Dong-Koo Shon 1 Cheol Hong Kim 2 Jong Myon Kim 1

1울산대학교
2전남대학교

Accredited

ABSTRACT

This paper proposes a parallel implementation of the video based 4-stage fire detectionalgorithm using a general-purpose graphics processing unit (GPGPU) to support real-timeprocessing of the high computational algorithm. In addition, this paper compares the performanceof the GPGPU based fire detection implementation with that of the CPU implementation to showthe effectiveness of the proposed method. Experimental results using five fire included videos withan SXGA (1400×1050) resolution, the proposed GPGPU implementation achieves 6.6x better performance that the CPU implementation, showing 30.53ms per frame which satisfies real-timeprocessing (30 frames per second, 30fps) of the fire detection algorithm

Citation status

* References for papers published after 2023 are currently being built.

This paper was written with support from the National Research Foundation of Korea.