FPGA-based Accelerators of Deep Learning Networks for Learning and Classification: A Review

1 January 2019

Papers citing "FPGA-based Accelerators of Deep Learning Networks for Learning and Classification: A Review"

39 / 39 papers shown

Title
Event-based vision on FPGAs -- a survey Tomasz Kryjak 61 3 0 11 Jul 2024
Deep Learning Classification of Photoplethysmogram Signal for Hypertension Levels N. Nasir Mustafa Sameer F. Barneih O. Alshaltone Muneeb Ahmed 30 1 0 23 May 2024
When Side-Channel Attacks Break the Black-Box Property of Embedded Artificial Intelligence Benoît Coqueret Mathieu Carbone Olivier Sentieys Gabriel Zaid 63 2 0 23 Nov 2023
Neural Network Methods for Radiation Detectors and Imaging S. Lin S. Ning H. Zhu T. Zhou C. L. Morris S. Clayton M. Cherukara R. T. Chen Z. Wang AI4CE 43 5 0 09 Nov 2023
Systematic AI Approach for AGI: Addressing Alignment, Energy, and AGI Grand Challenges Eren Kurshan 34 1 0 23 Oct 2023
A Machine Learning-oriented Survey on Tiny Machine Learning Luigi Capogrosso Federico Cunico D. Cheng Franco Fummi Marco Cristani SyDa MU 37 36 0 21 Sep 2023
Performance of Graph Neural Networks for Point Cloud Applications Dhruv Parikh Bingyi Zhang Rajgopal Kannan Viktor Prasanna Carl E. Busart GNN 3DPC 32 1 0 17 Sep 2023
Empowering Precision Medicine: AI-Driven Schizophrenia Diagnosis via EEG Signals: A Comprehensive Review from 2002-2023 M. Jafari Delaram Sadeghi A. Shoeibi Hamid Alinejad-Rokny Amin Beheshti David López-García Zhaolin Chen U. Acharya Juan M Gorriz 40 21 0 14 Sep 2023
On-Chip Hardware-Aware Quantization for Mixed Precision Neural Networks Wei Huang Haotong Qin Yangdong Liu Jingzhuo Liang Yifu Ding Ying Li Xianglong Liu MQ 34 0 0 05 Sep 2023
Optimization of FPGA-based CNN Accelerators Using Metaheuristics S. M. Sait A. El-Maleh Mohammad Altakrouri Ahmad Shawahna 41 7 0 22 Sep 2022
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 37 14 0 23 Jun 2022
Reliability Assessment of Neural Networks in GPUs: A Framework For Permanent Faults Injections Juan-David Guerrero-Balaguera L. Galasso Robert Limas Sierra M. Reorda 34 9 0 24 May 2022
Graph Neural Networks in Particle Physics: Implementations, Innovations, and Challenges S. Thais P. Calafiura G. Chachamis G. Dezoort Javier Mauricio Duarte S. Ganguly Michael Kagan D. Murnane Mark S. Neubauer K. Terao PINN AI4CE 44 30 0 23 Mar 2022
FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point Representation Ahmad Shawahna S. M. Sait A. El-Maleh Irfan Ahmad MQ 30 7 0 22 Mar 2022
Towards Enabling Dynamic Convolution Neural Network Inference for Edge Intelligence Adewale Adeyemo Travis Sandefur Tolulope A. Odetola S. R. Hasan 24 4 0 18 Feb 2022
CFU Playground: Full-Stack Open-Source Framework for Tiny Machine Learning (tinyML) Acceleration on FPGAs Shvetank Prakash Tim Callahan Joseph R. Bushagour Colby R. Banbury Alan V. Green Pete Warden Tim Ansell Vijay Janapa Reddi 52 31 0 05 Jan 2022
A Deep Learning Inference Scheme Based on Pipelined Matrix Multiplication Acceleration Design and Non-uniform Quantization Yuyang Zhang Dik Hin Leung Min Guo Yijia Xiao Haoyue Liu Yunfei Li Jiyuan Zhang Guan Wang Zhen Chen 11 2 0 10 Oct 2021
Deep Learning on Edge TPUs A. Kist Andreas M Kist 43 17 0 31 Aug 2021
REX: Revisiting Budgeted Training with an Improved Schedule John Chen Cameron R. Wolfe Anastasios Kyrillidis 23 8 0 09 Jul 2021
TinyML: Analysis of Xtensa LX6 microprocessor for Neural Network Applications by ESP32 SoC Md Ziaul Haque Zim 27 14 0 20 Jun 2021
Learning on Hardware: A Tutorial on Neural Network Accelerators and Co-Processors Lukas Baischer M. Wess N. Taherinejad 28 12 0 19 Apr 2021
Charged particle tracking via edge-classifying interaction networks G. Dezoort S. Thais Javier Mauricio Duarte Vesal Razavimaleki M. Atkinson I. Ojalvo Mark S. Neubauer P. Elmer 32 47 0 30 Mar 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 37 129 0 09 Mar 2021
Compiler Toolchains for Deep Learning Workloads on Embedded Platforms Max Sponner Bernd Waschneck Akash Kumar MQ 12 5 0 08 Mar 2021
ShEF: Shielded Enclaves for Cloud FPGAs Mark Zhao Mingyu Gao Christos Kozyrakis 41 55 0 05 Mar 2021
Spatiotemporal Ground Reaction Force Analysis using Convolutional Neural Networks to Analyze Parkinsonian Gait M. Ahamed P. Gunawardane Nimali T. Medagedara 11 0 0 01 Feb 2021
Modern Machine and Deep Learning Systems as a way to achieve Man-Computer Symbiosis Chirag Gupta 45 0 0 24 Jan 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 23 108 0 13 Jan 2021
Machine learning approach for biopsy-based identification of eosinophilic esophagitis reveals importance of global features Tomer Czyzewski Nati Daniel M. Rochman J. Caldwell Garrett A. Osswald M. Collins M. Rothenberg Y. Savir 27 22 0 13 Jan 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 31 115 0 02 Jan 2021
Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights Shail Dave Riyadh Baghdadi Tony Nowatzki Sasikanth Avancha Aviral Shrivastava Baoxin Li 67 82 0 02 Jul 2020
Automatic heterogeneous quantization of deep neural networks for low-latency inference on the edge for particle detectors C. Coelho Aki Kuusela Shane Li Zhuang Hao T. Aarrestad Vladimir Loncar J. Ngadiuba M. Pierini Adrian Alan Pol S. Summers MQ 48 178 0 15 Jun 2020
A scalable and efficient convolutional neural network accelerator using HLS for a System on Chip design K. Bjerge J. Schougaard Daniel Ejnar Larsen 18 1 0 27 Apr 2020
Minimal Filtering Algorithms for Convolutional Neural Networks A. Cariow G. Cariowa 11 4 0 12 Apr 2020
Accelerated Analog Neuromorphic Computing Johannes Schemmel Sebastian Billaudelle Philipp Dauer Johannes Weis 19 46 0 26 Mar 2020
Taurus: A Data Plane Architecture for Per-Packet ML Tushar Swamy Alexander Rucker M. Shahbaz Ishan Gaur K. Olukotun 23 82 0 12 Feb 2020
On the Resilience of Deep Learning for Reduced-voltage FPGAs Kamyar Givaki Behzad Salami Reza Hojabr S. M. R. Tayaranian A. Khonsari Dara Rahmati Saeid Gorgin A. Cristal O. Unsal 23 14 0 26 Dec 2019
Convolutional Neural Networks for Speech Controlled Prosthetic Hands Yichao Fu Runlong Su BDL 30 5 0 03 Oct 2019
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 312 13,377 0 25 Aug 2014