Caffeinated FPGAs: FPGA Framework For Convolutional Neural Networks

Caffeinated FPGAs: FPGA Framework For Convolutional Neural Networks

30 September 2016

Jasmina Vasiljevic

Graham W. Taylor

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Papers citing "Caffeinated FPGAs: FPGA Framework For Convolutional Neural Networks"

19 / 19 papers shown

Title
Open-source FPGA-ML codesign for the MLPerf Tiny Benchmark H. Borras G. D. Guglielmo Javier Mauricio Duarte Nicolò Ghielmetti B. Hawks ... Nhan Tran Yaman Umuroglu Olivia Weng Aidan Yokuda Michaela Blott VLM MQ 173 15 0 23 Jun 2022
Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators Indhumathi Kandaswamy Saurabh Farkya Z. Daniels G. V. D. Wal Aswin Raghavan ... Jun Hu M. Lomnitz M. Isnardi David C. Zhang M. Piacentino BDL 130 6 0 10 Jun 2022
Scale-out Systolic ArraysACM Transactions on Architecture and Code Optimization (TACO) (TACO), 2022 A. C. Yüzügüler Canberk Sönmez M. Drumond Yunho Oh Babak Falsafi P. Frossard 160 24 0 22 Mar 2022
A Compilation Flow for the Generation of CNN Inference Accelerators on FPGAs Seung–Hun Chung T. Abdelrahman 66 1 0 08 Mar 2022
Fast Convolution based on Winograd Minimum Filtering: Introduction and Development Gan Tong Libo Huang 92 3 0 01 Nov 2021
Reconfigurable co-processor architecture with limited numerical precision to accelerate deep convolutional neural networks Sasindu Wijeratne Sandaruwan Jayaweera Mahesh Dananjaya A. Pasqual 111 7 0 21 Aug 2021
hls4ml: An Open-Source Codesign Workflow to Empower Scientific Low-Power Machine Learning Devices F. Fahim B. Hawks C. Herwig J. Hirschauer S. Jindariani ... J. Ngadiuba Miaoyuan Liu Duc Hoang E. Kreinar Zhenbin Wu 178 158 0 09 Mar 2021
Fast convolutional neural networks on FPGAs with hls4ml T. Aarrestad Vladimir Loncar Nicolò Ghielmetti M. Pierini S. Summers ... N. Tran Miaoyuan Liu E. Kreinar Zhenbin Wu Duc Hoang 150 140 0 13 Jan 2021
Caffe Barista: Brewing Caffe with FPGAs in the Training Loop D. A. Vink A. Rajagopal Stylianos I. Venieris C. Bouganis BDL 128 7 0 18 Jun 2020
HybridDNN: A Framework for High-Performance Hybrid DNN Accelerator Design and ImplementationDesign Automation Conference (DAC), 2020 Hanchen Ye Xiaofan Zhang Zhize Huang Gengsheng Chen Deming Chen 140 69 0 08 Apr 2020
FeCaffe: FPGA-enabled Caffe with OpenCL for Deep Learning Training and Inference on Intel Stratix 10Symposium on Field Programmable Gate Arrays (FPGA), 2019 Ke He Bo Liu Yu Zhang A. Ling Dian Gu 89 9 0 18 Nov 2019
Training for Únstable' CNN Accelerator:A Case Study on FPGA K. Xing 57 4 0 02 Dec 2018
Sparse Winograd Convolutional neural networks on small-scale systolic arrays Feng Shi Haochen Li Yuhe Gao Benjamin Kuschner Song-Chun Zhu 95 15 0 03 Oct 2018
FPGA-Based CNN Inference Accelerator Synthesized from Multi-Threaded C Software Jin Hee Kim Brett Grady Ruolong Lian J. Brothers J. Anderson 111 41 0 27 Jul 2018
LeFlow: Enabling Flexible FPGA High-Level Synthesis of Tensorflow Deep Neural Networks D. H. Noronha B. Salehpour Steve Wilton 97 52 0 14 Jul 2018
Accelerating CNN inference on FPGAs: A Survey K. Abdelouahab Maxime Pelcat Jocelyn Serot F. Berry AI4CE 99 152 0 26 May 2018
Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs Chuanhao Zhuge Xinheng Liu Xiaofan Zhang S. Gummadi Jinjun Xiong Deming Chen CVBM 88 37 0 23 Mar 2018
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future DirectionsACM Computing Surveys (CSUR), 2018 Stylianos I. Venieris Alexandros Kouris C. Bouganis 157 194 0 15 Mar 2018
Streaming Architecture for Large-Scale Quantized Neural Networks on an FPGA-Based Dataflow Platform Chaim Baskin Natan Liss Evgenii Zheltonozhskii A. Bronstein A. Mendelson GNN MQ 362 37 0 31 Jul 2017