Leaf Recognition based on Artificial Neural Network

dc.authoridHanbay, Davut/0000-0003-2271-7865
dc.authoridAyaz, Furkan/0000-0002-8982-4406
dc.authorwosidARI, ALİ/ABH-1602-2020
dc.authorwosidHanbay, Davut/AAG-8511-2019
dc.authorwosidAyaz, Furkan/JRW-0315-2023
dc.contributor.authorAyaz, Furkan
dc.contributor.authorAri, Ali
dc.contributor.authorHanbay, Davut
dc.date.accessioned2024-08-04T20:44:14Z
dc.date.available2024-08-04T20:44:14Z
dc.date.issued2017
dc.departmentİnönü Üniversitesien_US
dc.description2017 International Artificial Intelligence and Data Processing Symposium (IDAP) -- SEP 16-17, 2017 -- Malatya, TURKEYen_US
dc.description.abstractPlant recognition from their leaves has become a popular area in the machine learning and image processing. In this study 7 different types of apricot trees were determined and classified by using their leaves. At first leaves images were preprocessed. After than each image was scanned by 5x5 overlapping filter and median values of each filter process were recorded to represent the leaves. After than filtered each image was scanned by 2x2 overlapping filter and maximum values of each shifting step was recorded. The dimension of each image reduced to it half. Histogram of these uniform patterns were evaluated. These features were applied as input to the Artificial Neural Network (ANN) and 7 types of apricot were classified with the accuracy is 98.6 %.en_US
dc.description.sponsorshipIEEE Turkey Sect,Anatolian Scien_US
dc.identifier.isbn978-1-5386-1880-6
dc.identifier.scopus2-s2.0-85039923391en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://hdl.handle.net/11616/98100
dc.identifier.wosWOS:000426868700080en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherIeeeen_US
dc.relation.ispartof2017 International Artificial Intelligence and Data Processing Symposium (Idap)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectLeaf Recognitionen_US
dc.subjectUniform Patternsen_US
dc.subjectArtificial Neural Networken_US
dc.titleLeaf Recognition based on Artificial Neural Networken_US
dc.typeConference Objecten_US

Dosyalar