FPGA-based accelerators of deep learning networks for learning and classification: A review

A Shawahna, SM Sait, A El-Maleh - ieee Access, 2018 - ieeexplore.ieee.org
Due to recent advances in digital technologies, and availability of credible data, an area of
artificial intelligence, deep learning, has emerged and has demonstrated its ability and …

Virtualizing FPGAs in the cloud

Y Zha, J Li - Proceedings of the Twenty-Fifth International …, 2020 - dl.acm.org
Field-Programmable Gate Arrays (FPGAs) have been integrated into the cloud infrastructure
to enhance its computing performance by supporting on-demand acceleration. However …

A survey on FPGA virtualization

A Vaishnav, KD Pham, D Koch - 2018 28th International …, 2018 - ieeexplore.ieee.org
FPGA accelerators are being applied in various types of systems ranging from embedded
systems to cloud computing for their high performance and energy efficiency. Given the …

A hypervisor for shared-memory FPGA platforms

J Ma, G Zuo, K Loughlin, X Cheng, Y Liu… - Proceedings of the …, 2020 - dl.acm.org
Cloud providers widely deploy FPGAs as application-specific accelerators for customer use.
These providers seek to multiplex their FPGAs among customers via virtualization, thereby …

[BOK][B] FPGAs for software programmers

D Koch, F Hannig, D Ziener - 2016 - Springer
Dirk Koch · Frank Hannig Daniel Ziener Editors Page 1 Dirk Koch · Frank Hannig Daniel Ziener
Editors FPGAs for Software Programmers Page 2 FPGAs for Software Programmers Page 3 …

The LEAP FPGA operating system

K Fleming, M Adler - FPGAs for software programmers, 2016 - Springer
FPGAs offer attractive power and performance for many applications, especially relative to
traditional sequential architectures. In spite of these advantages, FPGAs have been …

Accessible near-storage computing with fpgas

R Schmid, M Plauth, L Wenzel, F Eberhardt… - Proceedings of the …, 2020 - dl.acm.org
Data transfers impose a major bottleneck in heterogenous system architectures. As a
mitigation strategy, compute resources can be introduced in places where data occurs …

QuickDough: A rapid FPGA loop accelerator design framework using soft CGRA overlay

C Liu, HC Ng, HKH So - 2015 International Conference on …, 2015 - ieeexplore.ieee.org
The use of FPGAs as compute accelerators has been demonstrated by numerous
researchers as an effective solution to meet the performance requirement across many …

Modular and lean architecture with elasticity for sparse matrix vector multiplication on fpgas

AK Jain, C Ravishankar, H Omidian… - 2023 IEEE 31st …, 2023 - ieeexplore.ieee.org
The use of domain-specific accelerators is becoming prominent for a variety of emerging
domains such as graph analytics and HPC, where most of the computations revolve around …

A domain-specific architecture for accelerating sparse matrix vector multiplication on fpgas

AK Jain, H Omidian, H Fraisse… - … conference on field …, 2020 - ieeexplore.ieee.org
FPGAs allow custom memory hierarchy and flexible data movement with highly fine-grained
control. These capabilities are critical for building high performance and energy efficient …