Plant Counting By Using k-NN Classification on UAVs Images

被引：0

作者：

Tavus, Mustafa Resit ^{[1
]}

Eker, Muhammed Emin ^{[1
]}

Senyer, Nurettin ^{[1
]}

Karabulut, Bunyamin ^{[1
]}

机构：

[1] Ondokuz Mayis Univ, Bilgisayar Muhendisligi Bolumu, Samsun, Turkey

来源：

2015 23RD SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2015年

关键词：

k-NN algorithm; plant counting; image processing;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In this study, Plant Counting was implemented by appling k-NN classification to images obtained from Unnamed Air Vehicle (UAV). Firstly, The images were subjected to erosion process by transforming different colour levels. The objects in the images were classified as plant and soil by means of k-NN classification. It was observed that plants can be counted with 87,7% of accuracy and 86,6% of precision by being performed last processing of the morphology of the binary image.

引用

页码：1058 / 1061

页数：4

共 50 条

[1] Classification in medical images using adaptive metric k-NN
Chen, C.
Chernoff, K.
Karemore, G.
Lo, P.
Nielsen, M.
Lauze, F.
MEDICAL IMAGING 2010: IMAGE PROCESSING, 2010, 7623
[2] Classification of Targets in SAR Images Using SVM and k-NN Techniques
Demirhan, Mahmut Esat
Salor, Ozgul
2016 24TH SIGNAL PROCESSING AND COMMUNICATION APPLICATION CONFERENCE (SIU), 2016, : 1581 - 1584
[3] Automatic classification of computed tomography brain images using ANN, k-NN and SVM
Rajini, N. Hema
Bhavani, R.
AI & SOCIETY, 2014, 29 (01) : 97 - 102
[4] UNIVERSAL k-NN (UNN) CLASSIFICATION OF CELL IMAGES USING HISTOGRAMS OF DoG COEFFICIENTS
Piro, Paolo
Ali, Wafa Bel Haj
Crescence, Lydie
Ferhat, Omelkheir
Darcourt, Jacques
Pourcher, Thierry
Barlaud, Michel
BIOINFORMATICS: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON BIOINFORMATICS MODELS, METHODS AND ALGORITHMS, 2012, : 303 - 307
[5] Anonymizing k-NN Classification on MapReduce
Bazai, Sibghat Ullah
Jang-Jaccard, Julian
Wang, Ruili
MOBILE NETWORKS AND MANAGEMENT (MONAMI 2017), 2018, 235 : 364 - 377
[6] Determining of combustion process state based on flame images analysis using k-NN classification
Sawicki, Daniel
PHOTONICS APPLICATIONS IN ASTRONOMY, COMMUNICATIONS, INDUSTRY, AND HIGH ENERGY PHYSICS EXPERIMENTS 2017, 2017, 10445
[7] Classification of Pistachio Species Using Improved k-NN Classifier
Ozkan, Ilker Ali
Koklu, Murat
Saracoglu, Ridvan
PROGRESS IN NUTRITION, 2021, 23 (02):
[8] Sketch Image Classification Using Component Based k-NN
Jearasuwan, Suwannee
Wangsiripitak, Somkiat
2019 IEEE 4TH INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS (ICCCS 2019), 2019, : 267 - 271
[9] Medical Dataset Classification Using k-NN and Genetic Algorithm
Kumar, Santosh
Sahoo, G.
COMPUTATIONAL INTELLIGENCE IN DATA MINING, CIDM 2016, 2017, 556 : 813 - 823
[10] Resolving the Celestial Classification using Fine k-NN Classifier
Yadav, Sangeeta
Kaur, Amandeep
Bhauryal, Neeraj Singh
2016 FOURTH INTERNATIONAL CONFERENCE ON PARALLEL, DISTRIBUTED AND GRID COMPUTING (PDGC), 2016, : 714 - 719

← 1 2 3 4 5 →