@article{ART003112182},
author={Ali Asgher Syed and Lee Jaehwan and Alvaro Fuentes and Sook Yoon and Dong Sun Park},
title={Deep Learning-Based Plant Health State Classification Using Image Data},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2024},
volume={10},
number={4},
pages={43-53}
TY - JOUR
AU - Ali Asgher Syed
AU - Lee Jaehwan
AU - Alvaro Fuentes
AU - Sook Yoon
AU - Dong Sun Park
TI - Deep Learning-Based Plant Health State Classification Using Image Data
JO - Journal of Internet of Things and Convergence
PY - 2024
VL - 10
IS - 4
PB - The Korea Internet of Things Society
SP - 43
EP - 53
SN - 2466-0078
AB - Tomatoes are rich in nutrients like lycopene, β-carotene, and vitamin C. However, they often suffer from biological and environmental stressors, resulting in significant yield losses. Traditional manual plant health assessments are error-prone and inefficient for large-scale production. To address this need, we collected a comprehensive dataset covering the entire life span of tomato plants, annotated across 5 health states from 1 to 5. Our study introduces an Attention-Enhanced DS-ResNet architecture with Channel-wise attention and Grouped convolution, refined with new training techniques. Our model achieved an overall accuracy of 80.2% using 5-fold cross-validation, showcasing its robustness in precisely classifying the health states of tomato plants
KW - Deep Learning;Convolutional Neural Networks;Channel-wise Attention;Depthwise Separable Convolution;Attention-Enhanced ResNet;Plant Health State Classification
DO -
UR -
ER -
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon and Dong Sun Park. (2024). Deep Learning-Based Plant Health State Classification Using Image Data. Journal of Internet of Things and Convergence, 10(4), 43-53.
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon and Dong Sun Park. 2024, "Deep Learning-Based Plant Health State Classification Using Image Data", Journal of Internet of Things and Convergence, vol.10, no.4 pp.43-53.
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon, Dong Sun Park "Deep Learning-Based Plant Health State Classification Using Image Data" Journal of Internet of Things and Convergence 10.4 pp.43-53 (2024) : 43.
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon, Dong Sun Park. Deep Learning-Based Plant Health State Classification Using Image Data. 2024; 10(4), 43-53.
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon and Dong Sun Park. "Deep Learning-Based Plant Health State Classification Using Image Data" Journal of Internet of Things and Convergence 10, no.4 (2024) : 43-53.
Ali Asgher Syed; Lee Jaehwan; Alvaro Fuentes; Sook Yoon; Dong Sun Park. Deep Learning-Based Plant Health State Classification Using Image Data. Journal of Internet of Things and Convergence, 10(4), 43-53.
Ali Asgher Syed; Lee Jaehwan; Alvaro Fuentes; Sook Yoon; Dong Sun Park. Deep Learning-Based Plant Health State Classification Using Image Data. Journal of Internet of Things and Convergence. 2024; 10(4) 43-53.
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon, Dong Sun Park. Deep Learning-Based Plant Health State Classification Using Image Data. 2024; 10(4), 43-53.
Ali Asgher Syed, Lee Jaehwan, Alvaro Fuentes, Sook Yoon and Dong Sun Park. "Deep Learning-Based Plant Health State Classification Using Image Data" Journal of Internet of Things and Convergence 10, no.4 (2024) : 43-53.
