کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4956172 1444440 2017 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
FPGA based real-time on-road stereo vision system
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر شبکه های کامپیوتری و ارتباطات
پیش نمایش صفحه اول مقاله
FPGA based real-time on-road stereo vision system
چکیده انگلیسی

Accurate and Real-Time stereo vision is an essential need for many computer vision applications, such as On-Road stereo vision system. In this paper, a fast and accurate system for On-Road stereo vision application is presented. In order to achieve this purpose, first, an algorithm is presented that is optimized for hardware implementation and On-Road application, then an appropriate hardware architecture for this algorithm is proposed. The approach uses gradient and Census transform as initial cost function, then cost is aggregate in cross-based supported reign. LR-check and disparity refinement is also utilized to improve final disparity. The proposed design is a standalone stereo vision system where all steps of algorithm is implemented on a hardware platform. Overall system is implemented on FPGA platform and it is tested on KITTI Database. The proposed system is also tested on Middlebury database without any changes in parameters. Experimental results show that the proposed system has high accuracy in KITTI and Middlebury database. In term of hardware resource, the system occupy %%66 of XC6VLX240T FPGA device for 1920 × 1080 image with 96 disparity levels that operated at 53.5 Fps.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Systems Architecture - Volume 81, November 2017, Pages 32-43
نویسندگان
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