Ultra-low power car plate recognition at the edge

Isztl, Dávid; Rosenthal, Matthias

Publication type:	Conference other
Type of review:	No review
Title:	Ultra-low power car plate recognition at the edge
Authors:	Isztl, Dávid Rosenthal, Matthias
et. al:	No
Conference details:	European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023
Issue Date:	18-Oct-2023
Language:	English
Subjects:	MAX78002; CNN
Subject (DDC):	006: Special computer methods
Abstract:	So far, only a few edge devices include AI accelerators that are capable of processing inference at minimal power consumption. As an example, the MAX78002 provides a 2Mbytes CNN engine and an Arm Cortex-M4 with 384KB of SRAM. On one hand, the device can work battery-powered for up to 3 years. On the other hand, severe compromises and complex procedures are necessary to adapt AI networks for specific applications. Using license plate recognition as an example, the talk will show how the shortcomings of the small memory footprint and low image resolution offered by the AI accelerator can be overcome.
URI:	https://digitalcollection.zhaw.ch/handle/11475/29036
Fulltext version:	Published version
License (according to publishing contract):	Licence according to publishing contract
Departement:	School of Engineering
Organisational Unit:	Institute of Embedded Systems (InES)
Published as part of the ZHAW project:	SAVEDGE: Scalable AV Platform for Edge AI Computing
Appears in collections:	Publikationen School of Engineering

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Isztl, D., & Rosenthal, M. (2023, October 18). Ultra-low power car plate recognition at the edge. European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023.

Isztl, D. and Rosenthal, M. (2023) ‘Ultra-low power car plate recognition at the edge’, in European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023.

D. Isztl and M. Rosenthal, “Ultra-low power car plate recognition at the edge,” in European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023, Oct. 2023.

ISZTL, Dávid und Matthias ROSENTHAL, 2023. Ultra-low power car plate recognition at the edge. In: European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023. Conference presentation. 18 Oktober 2023

Isztl, Dávid, and Matthias Rosenthal. 2023. “Ultra-Low Power Car Plate Recognition at the Edge.” Conference presentation. In European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023.

Isztl, Dávid, and Matthias Rosenthal. “Ultra-Low Power Car Plate Recognition at the Edge.” European Conference on EDGE AI Technologies and Applications – EEAI, Athens, Greece, 17-19 October 2023, 2023.