Kazunari Takasaki, Kota Hisafuru, Ryotaro Negishi, Kazuki Yamashita, Keisuke Fukada, Tomoya Wakaizumi, N. Togawa
{"title":"An autonomous driving system utilizing image processing accelerated by FPGA","authors":"Kazunari Takasaki, Kota Hisafuru, Ryotaro Negishi, Kazuki Yamashita, Keisuke Fukada, Tomoya Wakaizumi, N. Togawa","doi":"10.1109/ICFPT52863.2021.9609937","DOIUrl":null,"url":null,"abstract":"This paper presents an autonomous driving system utilizing FPGA-based image processing. We develop a robot that our system is implemented on Ultra96-V2, a board with programmable logic and processing system. We use ROS, a middleware framework for developing robots, to manage the system such as controlling hardware devices, localization and determination of the direction to go. We implement a neural network to detect road markings on the road on a programmable logic on the board. The robot with our system implemented drives autonomously along the specified route on a miniature road, recognizing edge line and road markings.","PeriodicalId":376220,"journal":{"name":"2021 International Conference on Field-Programmable Technology (ICFPT)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Field-Programmable Technology (ICFPT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICFPT52863.2021.9609937","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This paper presents an autonomous driving system utilizing FPGA-based image processing. We develop a robot that our system is implemented on Ultra96-V2, a board with programmable logic and processing system. We use ROS, a middleware framework for developing robots, to manage the system such as controlling hardware devices, localization and determination of the direction to go. We implement a neural network to detect road markings on the road on a programmable logic on the board. The robot with our system implemented drives autonomously along the specified route on a miniature road, recognizing edge line and road markings.