[1] C. Zhang et al, “Energy-efficient CNN implementation on a deeply pipelined FPGA cluster,” in Proc. Int. Symp. Low Power Electron. [2] N. Suda et al, “Throughput-optimized OpenCL-based FPGA accelerator for large-scale convolutional neural networks,” in Proc. ACM/SIGDA Int. [...
27、using10bitcoefficientdatafortheFPGAimplementationisthetriplingintheamountofweightdatathatcanbereadfromglobalmemoryversusfloatingpointdata.选择硬件平台Nallatech510T实现CNN-卷积神经网络,Nallatech510T是与大多数服务器平台的GPU相兼容的的FPGA加速卡,旨在支持英特尔至强Phi或GPGPU加速器。Nallatech510T具有两个AlteraArr...
Recently, FPGA-based CNN accelerators have demonstrated superior energy efficiency compared to high-performance devices like GPGPUs. However, due to the constrained on-chip resource and many other factors, single-board FPGA designs may have difficulties in achieving optimal energy efficiency...
An implementation of CNN-UM on Field Programmable Gate Arrays (FPGA) appears attractive because their full computational power comes to a life only in hardware. Besides FPGA there are many different possibilities to implement a CNN-UM. The following questions will be answered while reading this ...
基于RISC-V软核CPU的国产FPGA CNN异构方案的实现 本文原标题《Implementation of CNN Hetero geneous Scheme Based on Domestic FPGA with RISC-V Soft Core CPU》,发表于“第五届IEEE国际集成电路技术与应用学术会议(ICTA 2022)”。 作者:吴海龙, 李金东, 陈翔,电子与信息工程学院,中山大学,中国...
FPGA实现的非批处理方法允许在9毫秒(单帧周期)中的对象识别,对于低延迟至关重要的情况是理想的,例如障碍物避让,可以做到大于100Hz的帧速率分类图像。 The intrinsic scalability demonstrated by our FPGAimplementation can be utilized to implement complex CNN – Convolutional Neural Networks on increasingly smaller...
CNN-卷积神经网络在FPGA上的实现(一)卷积神经网络(CNN)已被证明在复杂的图像识别问题上非常有效。本文将讨论如何使用 Nallatech公司基于AlteraOpenCL软件开发套件编程的FPGA加速产品来加速CNN卷积神经网络的计算。可以通过调整计算精度来优化图像分类性能。降低计算精度可使FPGA加速器每秒处理越来越多的图像。 Caffe深度学习...
第二步，看Vivado HLS工具怎么用，将计算密集的部分放到FPGA上加速。我现在只做了卷积层加速，其他类型...
基于RISC-V软核CPU的国产FPGA CNN异构方案的实现 本文原标题《Implementation of CNN Hetero geneous Scheme Based on Domestic FPGA with RISC-V Soft Core CPU》,发表于“第五届IEEE国际集成电路技术与应用学术会议(ICTA 2022)”。 作者:吴海龙, 李金东, 陈翔,电子与信息工程学院,中山大学,中国...
In this paper, the design and FPGA implementation of a low-power adaptive Viterbi decoder with a constraint length of 9 and code rate of 1/2 is presented. ... G Man,MO Ahmad,MNS Swamy,... - International Symposium on Circuits & Systems 被引量: 53发表: 2003年 High-Speed CNN Accelerat...