• Title/Summary/Keyword: Dynamic frame skip

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Driving Condition based Dynamic Frame Skip Method for Processing Real-time Image Recognition Methods in Smart Driver Assistance Systems (스마트 운전자 보조 시스템에서 영상인식기법의 실시간 처리를 위한 운전 상태 기반의 동적 프레임 제외 기법)

  • Son, Sanghyun;Jeon, Yongsu;Baek, Yunju
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.1
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    • pp.54-62
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    • 2018
  • According to evolution of technologies, many devices related to various applications were researched. The advanced driver assistance system is a famous technique effected from the evolution. The technique of driver assistance uses image recognition methods to collect exactly information around the vehicle. The computing power of driver assistance device has become more improved than in the past. However, it's difficult that processed various recognition methods at real-time. We propose new frame skip method to process various recognition methods at real-time in the limited hardware. In the previous researches, frame skip rate was set up static values, thus the number of processed frames through recognition methods was smaller. We set up the frame skip rate dynamically using a driving condition of vehicle through speed and acceleration value, in addition, the number of processed frames was maximized. The performance is improved more 32.5% than static frame skip method.