Guohe Zhang, K. Zhao, Bin Wu, Yiqun Sun, Li Sun, F. Liang
{"title":"基于RISC-V的Yolo目标检测系统硬件加速器设计","authors":"Guohe Zhang, K. Zhao, Bin Wu, Yiqun Sun, Li Sun, F. Liang","doi":"10.1109/ICIASE45644.2019.9074051","DOIUrl":null,"url":null,"abstract":"You only look once (YOLO) is a state-of-the-art, real-time object detection system. A hardware accelerator of YOLO is presented using the open source RISC-V core ROCKET as its controller. Extended customized instructions based on RISC-V were proposed for this accelerator. The hardware design was verified using Xilinx Virtex-7 FPGA VC709 and the results show that the accelerator costs about 400ms to finish the Yolo algorithm and is supposed to have higher speed with more computation modules.","PeriodicalId":206741,"journal":{"name":"2019 IEEE International Conference of Intelligent Applied Systems on Engineering (ICIASE)","volume":"35 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"15","resultStr":"{\"title\":\"A RISC-V based hardware accelerator designed for Yolo object detection system\",\"authors\":\"Guohe Zhang, K. Zhao, Bin Wu, Yiqun Sun, Li Sun, F. Liang\",\"doi\":\"10.1109/ICIASE45644.2019.9074051\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"You only look once (YOLO) is a state-of-the-art, real-time object detection system. A hardware accelerator of YOLO is presented using the open source RISC-V core ROCKET as its controller. Extended customized instructions based on RISC-V were proposed for this accelerator. The hardware design was verified using Xilinx Virtex-7 FPGA VC709 and the results show that the accelerator costs about 400ms to finish the Yolo algorithm and is supposed to have higher speed with more computation modules.\",\"PeriodicalId\":206741,\"journal\":{\"name\":\"2019 IEEE International Conference of Intelligent Applied Systems on Engineering (ICIASE)\",\"volume\":\"35 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"15\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE International Conference of Intelligent Applied Systems on Engineering (ICIASE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICIASE45644.2019.9074051\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE International Conference of Intelligent Applied Systems on Engineering (ICIASE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIASE45644.2019.9074051","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A RISC-V based hardware accelerator designed for Yolo object detection system
You only look once (YOLO) is a state-of-the-art, real-time object detection system. A hardware accelerator of YOLO is presented using the open source RISC-V core ROCKET as its controller. Extended customized instructions based on RISC-V were proposed for this accelerator. The hardware design was verified using Xilinx Virtex-7 FPGA VC709 and the results show that the accelerator costs about 400ms to finish the Yolo algorithm and is supposed to have higher speed with more computation modules.
京公网安备 11010802042870号
京ICP备2023020795号-1
分享
求助内容：
应助结果提醒方式：
扫码关注我们
