Shuhai: Benchmarking high bandwidth memory on fpgas

Z Wang, H Huang, J Zhang… - 2020 IEEE 28th Annual …, 2020 - ieeexplore.ieee.org
FPGAs are starting to be enhanced with High Bandwidth Memory (HBM) as a way to reduce
the memory bandwidth bottleneck encountered in some applications and to give the FPGA …

A parametrizable high-level synthesis library for accelerating neural networks on fpgas

L Kalms, PA Rad, M Ali, A Iskander… - Journal of Signal …, 2021 - Springer
Abstract In recent years, Convolutional Neural Network CNN have been incorporated in a
large number of applications, including multimedia retrieval and image classification …

Towards automatic high-level code deployment on reconfigurable platforms: A survey of high-level synthesis tools and toolchains

MW Numan, BJ Phillips, GS Puddy, K Falkner - IEEE Access, 2020 - ieeexplore.ieee.org
Heterogeneous computing systems with tightly coupled processors and reconfigurable logic
blocks provide great scope to improve software performance by executing each section of …

Benchmarking high bandwidth memory on fpgas

Z Wang, H Huang, J Zhang, G Alonso - arXiv preprint arXiv:2005.04324, 2020 - arxiv.org
FPGAs are starting to be enhanced with High Bandwidth Memory (HBM) as a way to reduce
the memory bandwidth bottleneck encountered in some applications and to give the FPGA …

FLOWER: A comprehensive dataflow compiler for high-level synthesis

P Amiri, A Pérard-Gayot, R Membarth… - … Conference on Field …, 2021 - ieeexplore.ieee.org
FPGAs have found their way into data centers as accelerator cards, making reconfigurable
computing more accessible for high-performance applications. At the same time, new high …

Accelerated high-level synthesis feature detection for FPGAs using HiFlipVX

L Kalms, D Göhringer - Towards Ubiquitous Low-power Image Processing …, 2021 - Springer
In many application areas, computer vision is needed to detect the surrounding of moving
objects. The importance of shortening the development time has grown with the increasing …

[HTML][HTML] A cross-platform OpenVX library for FPGA accelerators

MA Dávila-Guzmán, L Kalms, RG Tejero… - Journal of Systems …, 2022 - Elsevier
FPGAs are an excellent platform to implement computer vision applications, since these
applications tend to offer a high level of parallelism with many data-independent operations …

Optimizing openvx graphs for data movement

M Abeysinghe, J Villarreal, JD Bakos - Authorea Preprints, 2024 - techrxiv.org
This paper describes a method for automatically transforming the structure and
characteristics of an image processing dataflow graph for the purpose of improving …

Methods and Algorithms for Efficient Programming of FPGA-based Heterogeneous Systems for Object Detection

L Kalms - 2023 - tud.qucosa.de
Abstract (EN) Nowadays, there is a high demand for computer vision applications in
numerous application areas, such as autonomous driving or unmanned aerial vehicles …

ArcvaVX: OpenVX Framework for A daptive R econfigurable C omputer V ision A rchitectures

L Kalms, M Nickel, D Göhringer - International Symposium on Applied …, 2023 - Springer
The field of computer vision is steadily growing in its complexity and application areas.
FPGAs have shown that they can meet the growing demands for performance and energy …