WebFPGA is one of the most promising platforms foracceleratingCNN,butthelimitedbandwidthandon-chipmem-ory size limit the performance of FPGA accelerator for CNN. In this paper, we go deeper with the embedded FPGA platfor-m on accelerating CNNs and propose a CNN accelerator design on embedded FPGA … WebOct 10, 2024 · In accelerating the application of deep learning, FPGA has attracted a lot of attention due to its advantages over GPU and ASIC. Compared with GPU, the acceleration design of FPGA is hardware design. Its power consumption is lower than GPU. The acceleration of FPGA can achieve higher performance under per power consumption.
A High-efficiency FPGA-based Accelerator for Convolutional Neural Net…
WebIn Proceedings of the International Symposium on Field-Programmable Gate Arrays (FPGA), 2015. Pengfei Xu et al. AutoDNNchip: An automated DNN chip predictor and builder for both FPGAs and ASICs. 2024. Jiantao Qiu et al. Going deeper with embedded FPGA platform for convolutional neural network. WebMay 1, 2024 · In this work, we focus on exploring the possibility of using the Winograd algorithm to accelerate CNNs on FPGA. First, we propose an accelerator architecture applying to both convolutional layers and fully connected layers. Second, we use high level synthesis tool to expediently implement our design. scalloped potatoes using cream of celery soup
High Power-Efficient and Performance-Density FPGA ... - Springer
WebNov 17, 2024 · Going Deeper with Embedded FPGA Platform for Convolutional Neural Network Conference Paper Feb 2016 Jiantao Qiu Sen Song Yu Wang Ningyi Xu View Show abstract Design space exploration of... WebFeb 21, 2016 · This paper designs and implements an FPGA-based accelerator platform which integrated the NVIDIA deep learning accelerator (NVDLA) and illustrates the detail architecture of the accelerator, and gives the software and hardware co-design approaches which can instruct the system designs of FPGa- based accelerator platform. WebOct 22, 2024 · The Field Programmable Gate Array (FPGA) accelerator for CNN-based object detection has been attracting widespread attention in computer vision. For most … scalloped potatoes using cream of mushroom