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Approach to constructing reconfigurable computer vision system

科研成果: 期刊稿件会议文章同行评审

1 引用 (Scopus)

摘要

In this paper, we propose an approach to constructing reconfigurable vision system. We found that timely and efficient execution of early tasks can significantly enhance the performance of whole computer vision tasks, and abstract out a set of basic, computationally intensive stream operations that may be performed in parallel and embodies them in a series of specific front-end processors. These processors based on FPGAs (Field programmable gate arrays) can be re-programmable to permit a range of different types of feature maps, such as edge detection & linking, image filtering. Front-end processors and a powerful DSP constitute a computing platform, which can perform many computer vision tasks. Additionally we adopt the focus-of-attention technologies to reduce the I/O and computational demands by performing early vision processing only within a particular region of interest. Then we implement a multi-page, dual-ported image memory interface between the image input and computing platform (including front-end processors, DSP). Early vision features were loaded into banks of dual-ported image memory arrays, which are continually raster scan updated at high speed from the input image or video data stream. Moreover, the computing platform can be completely asynchronous, random access to the image data or any other early vision feature maps through the dual-ported memory banks. In this way, the computing platform resources can be properly allocated to a region of interest and de-coupled from the task of dealing with a high speed serial raster scan input. Finally, we choose PCI bus as the main channel between the PC and computing platform. Consequently, front-end processors' control registers and DSP's program memories were mapped into the PC's memory space, which provides users with the access to reconfigure the system at any time. We also present test result of a computer vision application based on the system.

源语言英语
页(从-至)11-21
页数11
期刊Proceedings of SPIE - The International Society for Optical Engineering
4212
DOI
出版状态已出版 - 2000
活动Reconfigurable Technology: FPGAs for Computing and Applications II - Boston, MA, USA
期限: 6 11月 20007 11月 2000

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