Performance Analysis of the OpenCL Environment on Mobile Platforms

Przemysław Falkowski-Gilski, Maciej Plewka

2022

Abstract

Today’s smartphones have more and more features that so far were only assigned to personal computers. Every year these devices are composed of better and more efficient components. Everything indicates that modern smartphones are replacing ordinary computers in various activities. High computing power is required for tasks such as image processing, speech recognition and object detection. This paper analyses the performance of the OpenCL (Open Compute Language) environment on mobile devices, which is a library dedicated to high-speed parallel computing. This paper examines how smartphones can access a library that, as it turned out, is not officially supported on the Android platform, and briefly describes the evaluated library. As a part of the study, this API (Application Programming Interface) was tested in the context of the achieved computing power, memory flow rate, speed of matrix multiplication and the possibility of processing the image from the camera in real-time. The obtained results were presented in graphical format, described and commented. We also provide an insight on applications that use this API for teaching deep neural networks, image processing, etc.

Paper Citation

in Harvard Style

Falkowski-Gilski P. and Plewka M. (2022). Performance Analysis of the OpenCL Environment on Mobile Platforms. In Proceedings of the 18th International Conference on Web Information Systems and Technologies - Volume 1: QQSS, ISBN 978-989-758-613-2, pages 455-465. DOI: 10.5220/0011538900003318

in Bibtex Style

@conference{qqss22,
author={Przemysław Falkowski-Gilski and Maciej Plewka},
title={Performance Analysis of the OpenCL Environment on Mobile Platforms},
booktitle={Proceedings of the 18th International Conference on Web Information Systems and Technologies - Volume 1: QQSS,},
year={2022},
pages={455-465},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011538900003318},
isbn={978-989-758-613-2},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 18th International Conference on Web Information Systems and Technologies - Volume 1: QQSS,
TI - Performance Analysis of the OpenCL Environment on Mobile Platforms
SN - 978-989-758-613-2
AU - Falkowski-Gilski P.
AU - Plewka M.
PY - 2022
SP - 455
EP - 465
DO - 10.5220/0011538900003318