Copula Based Bird Cherry Plant Identification

Saif alZahir, Hacer Atar Yildiz

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The European Bird Cherry plant (scientifically known as Prunus Padus L.) is a non-native deciduous tree that is quickly displacing native trees in many regions of northern US and the State of Alaska. The need for its eradication is urgent and critical. In this paper, we introduce a copula-based method for Bird Cherry plant identification. This method uses leaf rich and contextual features and copulas ensemble to proficiently identify the plant. To evaluate its performance, we experimented on a large dataset of 2,000 leaf images of bird cherry leaves, sour cherry leaves and red oak leaves. We compared our method performance results with published deep learning methods and found that our results are comparable or better. Finally, this method is fast, and has low computational complexity which makes it an ideal solution for binary plant identification especially for the sought-after medicinal plants. This method can be converted to an application for consumer technology devices such as smartphones and hand-held devices.

Original languageEnglish
Title of host publication2025 IEEE International Conference on Consumer Electronics, ICCE 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331521165
DOIs
Publication statusPublished - 2025
Event2025 IEEE International Conference on Consumer Electronics, ICCE 2025 - Las Vegas, United States
Duration: 11 Jan 202514 Jan 2025

Publication series

NameDigest of Technical Papers - IEEE International Conference on Consumer Electronics
ISSN (Print)0747-668X
ISSN (Electronic)2159-1423

Conference

Conference2025 IEEE International Conference on Consumer Electronics, ICCE 2025
Country/TerritoryUnited States
CityLas Vegas
Period11/01/2514/01/25

Bibliographical note

Publisher Copyright:
© 2025 IEEE.

Keywords

  • Invasive plants
  • automated plant classification
  • bird cherry
  • copulas
  • leaf margins
  • mutual information

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