eprintid: 17266
rev_number: 2
eprint_status: archive
userid: 1
dir: disk0/00/01/72/66
datestamp: 2023-12-19 03:23:41
lastmod: 2023-12-19 03:23:41
status_changed: 2023-12-19 03:07:45
type: conference_item
metadata_visibility: show
creators_name: Nordin, M.B.
creators_name: Hisham, S.B.B.
title: Detection of Insect Invasion Symptoms on Tree Leaves Using Image Processing
ispublished: pub
keywords: Fruits; Fuzzy logic; Image processing; Support vector machines, Fuzzy logic clustering; Images processing; Mango trees; Manual inspection; Natural lighting; Producing branches; REmove noise; Support vectors machine; Thrip invasion); Tree leaf, K-means clustering
note: cited By 0; Conference of 2022 IEEE International Conference on Computing, ICOCO 2022 ; Conference Date: 14 November 2022 Through 16 November 2022; Conference Code:186566
abstract: This project aims to help farmers in Lumut, Perak to combat thrips invasion on mango trees. It would help reduce loss of fruit-producing branches, manual inspections, and the need to cover large acres of land manually. Data was collected by using a Canon DSLR camera at lm distance in natural lighting and uncontrolled background. Images of healthy and diseased new leaves are pre-processed to remove noise. Masking and thresholding using a range of intensity values are used to remove the background. After that, the images were clustered using Fuzzy C-Means clustering. It was found that this method was more suitable than K-Means clustering as it uses a soft clustering approach. The images obtained were then classified using Support Vector Machine (SVM). An average classification accuracy of 9S.52 was achieved. © 2022 IEEE.
date: 2022
publisher: Institute of Electrical and Electronics Engineers Inc.
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85148476989&doi=10.1109%2fICOCO56118.2022.10031739&partnerID=40&md5=0ef62535c91f585c163d1d9be9a3bcc3
id_number: 10.1109/ICOCO56118.2022.10031739
full_text_status: none
publication: 2022 IEEE International Conference on Computing, ICOCO 2022
pagerange: 141-144
refereed: TRUE
isbn: 9781665489966
citation:   Nordin, M.B. and Hisham, S.B.B.  (2022) Detection of Insect Invasion Symptoms on Tree Leaves Using Image Processing.  In: UNSPECIFIED.