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2021 | OriginalPaper | Chapter

Single-Object Detection Hardware Accelerator Using XfOpenCV Library

Authors : Aman Saxena, M. P. R. Prasad, Prashant Sivaji Sutar

Published in: Latest Trends in Renewable Energy Technologies

Publisher: Springer Singapore

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Abstract

Real-time image processing plays an important role in object detection in various fields, such as electric vehicle and security system. Image processing contains complex algorithms that require more processing time and consume lots of power for a CPU to solve. On the other hand, field programmable gate array (FPGA) having high computational power and capability of working with CPU solves the complex algorithm with more speed and less power consumption. Utilization of energy and resource is important parameter to make any system effective. In this paper, we develop an intellectual property (IP) for single-object detection using xfOpenCV library APIs. The detection contains libraries such as thresholding, Fast corner and Boundary Scan. The aim is to increase the ability of data processed by the system and save the power consumed by CPU by using FPGA. Such effective system can be used where power plays an important role and limited battery is available such as in electric vehicle. The targeted board is Zybo Zynq7000, which is more reliable and faster than CPU.

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Literature
1.
go back to reference M. Ning, A SoC-based acceleration method for UAV runway detection image pre-processing algorithm, in 25th International Conference on Automation and Computing (ICAC)(2019) M. Ning, A SoC-based acceleration method for UAV runway detection image pre-processing algorithm, in 25th International Conference on Automation and Computing (ICAC)(2019)
2.
go back to reference L. Vashist, M. Kumar, Design of Canny Edge Detection Hardware Accelerator Using xfOpenCV Library (Springer, Berlin, 2019) L. Vashist, M. Kumar, Design of Canny Edge Detection Hardware Accelerator Using xfOpenCV Library (Springer, Berlin, 2019)
3.
go back to reference A. Ben Amara, E. Pissaloux, M. Atri, Sobel edge detection system design and inte- gration on an FPGA based HD video streaming architecture, in 11th International Design and Test Symposium (IDT)(2016) A. Ben Amara, E. Pissaloux, M. Atri, Sobel edge detection system design and inte- gration on an FPGA based HD video streaming architecture, in 11th International Design and Test Symposium (IDT)(2016)
4.
go back to reference W.L. Wenchao Liu, H.C. He Chen, L.M. Long Ma, Moving object detection and tracking based on ZYNQ FPGA and ARM SOC, in IET International Radar Conference(2015) W.L. Wenchao Liu, H.C. He Chen, L.M. Long Ma, Moving object detection and tracking based on ZYNQ FPGA and ARM SOC, in IET International Radar Conference(2015)
6.
go back to reference S. Chhabra, H. Jain, S. Saini, FPGA based hardware implementation of automatic vehicle license plate detection system, in International Conference on Advances in Computing, Communications and Informatics (ICACCI)(2016) S. Chhabra, H. Jain, S. Saini, FPGA based hardware implementation of automatic vehicle license plate detection system, in International Conference on Advances in Computing, Communications and Informatics (ICACCI)(2016)
7.
go back to reference A. Cortes, I. Velez, A. Irizar, High level synthesis using vivado HLS for Zynq SoC: image processing case studies, in Conference on Design of Circuits and Integrated Systems (DCIS)(2016) A. Cortes, I. Velez, A. Irizar, High level synthesis using vivado HLS for Zynq SoC: image processing case studies, in Conference on Design of Circuits and Integrated Systems (DCIS)(2016)
8.
go back to reference M. Kowalczyk, D. Przewlocka, T. Krvjak, Real-time implementation of contextual image processing operations for 4K video stream in Zynq UltraScale+ MPSo, in Conference on Design and Architectures for Signal and Image Processing (DASIP) (2018) M. Kowalczyk, D. Przewlocka, T. Krvjak, Real-time implementation of contextual image processing operations for 4K video stream in Zynq UltraScale+ MPSo, in Conference on Design and Architectures for Signal and Image Processing (DASIP) (2018)
Metadata
Title
Single-Object Detection Hardware Accelerator Using XfOpenCV Library
Authors
Aman Saxena
M. P. R. Prasad
Prashant Sivaji Sutar
Copyright Year
2021
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-16-1186-5_3