Plant Classification Using Firefly Algorithm and Support Vector Machine
Plant Classification Using Firefly Algorithm and Support Vector Machine
Autori:
Izdanje: Sinteza 2022 - International Scientific Conference on Information Technology and Data Related Research
DOI: 10.15308/Sinteza-2022-443-448
Oblast: Student Session
Stranice: 443-448
Apstrakt:
The importance of plants for survival of all living beings as well as the humans’ agricultural needs is great as the identification and classification have a key role for their use. Plants are recognized by leaf, flower, or fruit and linked to their suitable cluster. Classification methods are used to isolate and select traits that help identify plants. An automated approach aims to help farmers grow crops easier and better. Computer vision technologies have attracted significant interest in precision agriculture in recent years. This research proposed an approach based on swarm intelligence algorithms and support vector machines to extract features and classify plant images. The nature-inspired firefly algorithm models mating patterns of fireflies, and adapts them to optimization problems for which it excels at resolving. Combined with support vector machines methods, that are often used for solving classification problems with great accuracy, this work proposes a novel approach used to handle plant identification.
Ključne reči: SVM, firefly algorithm, plant classification, swarm intelligence, optimization
Priložene datoteke:
- 443-448 ( veličina: 339,53 KB, broj pregleda: 269 )
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@article{article, author = {M. Milovanović, A. Petrović, H. Shaker Jassim, I. Štrumberger and M. Živković}, title = {Plant Classification Using Firefly Algorithm and Support Vector Machine}, journal = {Sinteza 2022 - International Scientific Conference on Information Technology and Data Related Research}, year = 2022, pages = {443-448}, doi = {10.15308/Sinteza-2022-443-448} }
RT Conference Proceedings A1 Mina Milovanović A1 Aleksandar Petrović A1 Hothefa Shaker Jassim A1 Ivana Štrumberger A1 Miodrag Živković T1 Plant Classification Using Firefly Algorithm and Support Vector Machine AD Univerzitet Singidunum, Beograd, Beograd, Srbija YR 2022 NO doi: 10.15308/Sinteza-2022-443-448
M. Milovanović, A. Petrović, H. Shaker Jassim, I. Štrumberger and M. Živković, Plant Classification Using Firefly Algorithm and Support Vector Machine, Univerzitet Singidunum, Beograd, 2022, doi:10.15308/Sinteza-2022-443-448