Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System

碩士 === 國立中央大學 === 電機工程研究所 === 99 === At present, intelligent surveillance systems attempt to raise amount of high resolution cameras, for achieving on real-time process. Those systems stupendously increase the computational load on central server. For reducing the burden of sever, we propose that le...

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Main Authors: Sz-Yan Li, 李思彥
Other Authors: Tsung-Han Tsai
Format: Others
Language:en_US
Published: 2011
Online Access:http://ndltd.ncl.edu.tw/handle/57284447464000439239
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spelling ndltd-TW-099NCU054421202017-07-14T04:27:44Z http://ndltd.ncl.edu.tw/handle/57284447464000439239 Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System 分析空間平滑性和時間連續性於SoC監視系統中前景偵測之加速 Sz-Yan Li 李思彥 碩士 國立中央大學 電機工程研究所 99 At present, intelligent surveillance systems attempt to raise amount of high resolution cameras, for achieving on real-time process. Those systems stupendously increase the computational load on central server. For reducing the burden of sever, we propose that let the camera is capable of analyzing information. For total coast reducing, we need to develop a low coast system. This paper proposes a low cost OR1200-based SoC design. The proposed architecture consists of foreground detection accelerator, noise reduction accelerator, object level tracking accelerator and a programmable processor for software development. In this paper, we propose a method to simplify foreground detection. We utilize the characteristic of video, there are spatial smooth and temporal continuity, to accelerate the foreground detection and reduce memory bandwidth. Compare the computational time of previous work, the experimental result of simulation shows the computational time reduces 61.99% and 56.99% on indoor and outdoor scene separately. In SoC design, pipelining and parallelizing techniques are largely used to increase the throughput. The total gate count is 128.746K, the total cell area is 653232 mm2 and the operation frequency for real-time HD720p sized sequence processing is 31.7 MHz and 300MHz for accelerators and OR1200 RISC processor respectively. Tsung-Han Tsai 蔡宗漢 2011 學位論文 ; thesis 87 en_US
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description 碩士 === 國立中央大學 === 電機工程研究所 === 99 === At present, intelligent surveillance systems attempt to raise amount of high resolution cameras, for achieving on real-time process. Those systems stupendously increase the computational load on central server. For reducing the burden of sever, we propose that let the camera is capable of analyzing information. For total coast reducing, we need to develop a low coast system. This paper proposes a low cost OR1200-based SoC design. The proposed architecture consists of foreground detection accelerator, noise reduction accelerator, object level tracking accelerator and a programmable processor for software development. In this paper, we propose a method to simplify foreground detection. We utilize the characteristic of video, there are spatial smooth and temporal continuity, to accelerate the foreground detection and reduce memory bandwidth. Compare the computational time of previous work, the experimental result of simulation shows the computational time reduces 61.99% and 56.99% on indoor and outdoor scene separately. In SoC design, pipelining and parallelizing techniques are largely used to increase the throughput. The total gate count is 128.746K, the total cell area is 653232 mm2 and the operation frequency for real-time HD720p sized sequence processing is 31.7 MHz and 300MHz for accelerators and OR1200 RISC processor respectively.
author2 Tsung-Han Tsai
author_facet Tsung-Han Tsai
Sz-Yan Li
李思彥
author Sz-Yan Li
李思彥
spellingShingle Sz-Yan Li
李思彥
Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System
author_sort Sz-Yan Li
title Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System
title_short Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System
title_full Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System
title_fullStr Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System
title_full_unstemmed Exploring Analysis of Spatial Smooth and Temporal Continuity for Foreground Detection Accelerating on Surveillance SoC System
title_sort exploring analysis of spatial smooth and temporal continuity for foreground detection accelerating on surveillance soc system
publishDate 2011
url http://ndltd.ncl.edu.tw/handle/57284447464000439239
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