FPGA-based Acceleration for Convolutional Neural Networks: A Comprehensive Review

4 May 2025

Papers citing "FPGA-based Acceleration for Convolutional Neural Networks: A Comprehensive Review"

36 / 36 papers shown

Title
Logit Standardization in Knowledge Distillation Shangquan Sun Wenqi Ren Jingzhi Li Rui Wang Xiaochun Cao 70 62 0 03 Mar 2024
Data Pruning via Moving-one-Sample-out Haoru Tan Sitong Wu Fei Du Yukang Chen Zhibin Wang Fan Wang Xiaojuan Qi 71 36 0 23 Oct 2023
Comparative Analysis of CPU and GPU Profiling for Deep Learning Models Dipesh Gyawali 15 7 0 05 Sep 2023
RepViT: Revisiting Mobile CNN From ViT Perspective Ao Wang Hui Chen Zijia Lin Hengjun Pu Guiguang Ding 43 188 0 18 Jul 2023
A Brief Review of Hypernetworks in Deep Learning Vinod Kumar Chauhan Jiandong Zhou Ping Lu Soheila Molaei David Clifton 72 101 0 12 Jun 2023
fpgaHART: A toolflow for throughput-oriented acceleration of 3D CNNs for HAR onto FPGAs Petros Toupas C. Bouganis Dimitrios Tzovaras 35 3 0 31 May 2023
FMM-X3D: FPGA-based modeling and mapping of X3D for Human Action Recognition Petros Toupas C. Bouganis Dimitrios Tzovaras 42 4 0 29 May 2023
HARFLOW3D: A Latency-Oriented 3D-CNN Accelerator Toolflow for HAR on FPGA Devices Petros Toupas Alexander Montgomerie-Corcoran C. Bouganis Dimitrios Tzovaras 30 9 0 30 Mar 2023
Run, Don't Walk: Chasing Higher FLOPS for Faster Neural Networks Jierun Chen Shiu-hong Kao Hao He Weipeng Zhuo Song Wen Chul-Ho Lee Shueng-Han Gary Chan OOD 54 816 0 07 Mar 2023
F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization Qing Jin Jian Ren Richard Zhuang Sumant Hanumante Zhengang Li Zhiyu Chen Yanzhi Wang Kai-Min Yang Sergey Tulyakov MQ 63 50 0 10 Feb 2022
PowerGear: Early-Stage Power Estimation in FPGA HLS via Heterogeneous Edge-Centric GNNs Zhe Lin Zike Yuan Jieru Zhao Wei Zhang Hui Wang Yonghong Tian 22 19 0 25 Jan 2022
Densely Guided Knowledge Distillation using Multiple Teacher Assistants Wonchul Son Jaemin Na Junyong Choi Wonjun Hwang 42 112 0 18 Sep 2020
Image classification in frequency domain with 2SReLU: a second harmonics superposition activation function Thomio Watanabe D. Wolf 29 22 0 18 Jun 2020
HRank: Filter Pruning using High-Rank Feature Map Mingbao Lin Rongrong Ji Yan Wang Yichen Zhang Baochang Zhang Yonghong Tian Ling Shao 52 719 0 24 Feb 2020
Pruning by Explaining: A Novel Criterion for Deep Neural Network Pruning Seul-Ki Yeom P. Seegerer Sebastian Lapuschkin Alexander Binder Simon Wiedemann K. Müller Wojciech Samek CVBM 41 203 0 18 Dec 2019
GhostNet: More Features from Cheap Operations Kai Han Yunhe Wang Qi Tian Jianyuan Guo Chunjing Xu Chang Xu 85 2,624 0 27 Nov 2019
Pyramid: Machine Learning Framework to Estimate the Optimal Timing and Resource Usage of a High-Level Synthesis Design Hosein Mohammadi Makrani Farnoud Farahmand Hossein Sayadi Sara Bondi Sai Manoj P D Liang Zhao Avesta Sasan Houman Homayoun S. Rafatirad 11 71 0 29 Jul 2019
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates Ning Liu Xiaolong Ma Zhiyuan Xu Yanzhi Wang Jian Tang Jieping Ye 57 185 0 06 Jul 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 265 6,685 0 06 May 2019
Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks Sambhav R. Jain Albert Gural Michael Wu Chris Dick MQ 58 151 0 19 Mar 2019
Software-defined Design Space Exploration for an Efficient DNN Accelerator Architecture Y. Yu Yingmin Li Shuai Che N. Jha Weifeng Zhang 40 22 0 18 Mar 2019
Morph: Flexible Acceleration for 3D CNN-based Video Understanding Kartik Hegde R. Agrawal Yulun Yao Christopher W. Fletcher 40 71 0 16 Oct 2018
Recent Advances in Convolutional Neural Network Acceleration Qianru Zhang Meng Zhang Tinghuan Chen Zhifei Sun Yuzhe Ma Bei Yu 47 348 0 23 Jul 2018
$f-CNN$^{\text{x}}$: A Toolflow for Mapping Multi-CNN Applications on FPGAs$ f-CNN $^{\text{x}}$ : A Toolflow for Mapping Multi-CNN Applications on FPGAs Stylianos I. Venieris C. Bouganis 36 25 0 25 May 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 129 19,124 0 13 Jan 2018
Learning Efficient Convolutional Networks through Network Slimming Zhuang Liu Jianguo Li Zhiqiang Shen Gao Huang Shoumeng Yan Changshui Zhang 96 2,407 0 22 Aug 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.0K 20,747 0 17 Apr 2017
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 131 4,342 0 16 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 114 7,448 0 24 Feb 2016
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 71 814 0 19 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 194 8,793 0 01 Oct 2015
Fast Algorithms for Convolutional Neural Networks Andrew Lavin Scott Gray 43 876 0 30 Sep 2015
Spectral Representations for Convolutional Neural Networks Oren Rippel Jasper Snoek Ryan P. Adams 38 328 0 11 Jun 2015
Object detection via a multi-region & semantic segmentation-aware CNN model Spyros Gidaris N. Komodakis ObjD SSeg 64 736 0 07 May 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 236 19,523 0 09 Mar 2015
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 299 43,511 0 17 Sep 2014