Multi-Class Weather Classification From Single Images With Convolutional Neural Networks On Embedded Hardware

Bravenec, Tomáš

Multi-Class Weather Classification From Single Images With Convolutional Neural Networks On Embedded Hardware

but.event.date	27.04.2021	cs
but.event.title	STUDENT EEICT 2021	cs
dc.contributor.author	Bravenec, Tomáš
dc.date.accessioned	2021-07-21T07:06:55Z
dc.date.available	2021-07-21T07:06:55Z
dc.date.issued	2021	cs
dc.description.abstract	The paper is focused on creating a lightweight machine learning solution for classificationof weather conditions from input images, that can process the input data in real time on embeddeddevices. The approach to the classification uses deep convolutional neural networks architecture withfocus on lightweight design and fast inference, while providing high accuracy results. The focus oncreating lightweight convolutional neural network architecture capable of classification of weatherconditions also enables usage of the network in real time applications at the edge.	en
dc.format	text	cs
dc.format.extent	586-590	cs
dc.format.mimetype	application/pdf	en
dc.identifier.citation	Proceedings I of the 27st Conference STUDENT EEICT 2021: General papers. s. 586-590. ISBN 978-80-214-5942-7	cs
dc.identifier.isbn	978-80-214-5942-7
dc.identifier.uri	http://hdl.handle.net/11012/200700
dc.language.iso	en	cs
dc.publisher	Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií	cs
dc.relation.ispartof	Proceedings I of the 27st Conference STUDENT EEICT 2021: General papers	en
dc.relation.uri	https://conf.feec.vutbr.cz/eeict/index/pages/view/ke_stazeni	cs
dc.rights	© Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií	cs
dc.rights.access	openAccess	en
dc.subject	deep learning	en
dc.subject	neural networks	en
dc.subject	computer vision	en
dc.subject	weather classification	en
dc.subject	machine learning,parallel computing	en
dc.subject	inference on edge	en
dc.subject	reduced precision computing	en
dc.title	Multi-Class Weather Classification From Single Images With Convolutional Neural Networks On Embedded Hardware	en
dc.type.driver	conferenceObject	en
dc.type.status	Peer-reviewed	en
dc.type.version	publishedVersion	en
eprints.affiliatedInstitution.department	Fakulta elektrotechniky a komunikačních technologií	cs

Files

Original bundle

Now showing 1 - 1 of 1

Name:: 586_eeict-2021_1.pdf
Size:: 1.11 MB
Format:: Adobe Portable Document Format
Description:

Download

Collections

Student EEICT 2021