Harnessing the power of diffusion models for plant disease image augmentation

A Muhammad, Z Salman, K Lee, D Han - Frontiers in Plant Science, 2023 - frontiersin.org
Introduction The challenges associated with data availability, class imbalance, and the need
for data augmentation are well-recognized in the field of plant disease detection. The …

Model Comparison Study for Microscopic Symptom Classification of Plant Diseases

C Lim, J Hyeon, M Abdullah, K Lee… - … -Asia (ICCE-Asia), 2023 - ieeexplore.ieee.org
This study is an important component of an innovative project that integrates agriculture with
artificial intelligence, aimed at detecting difficult diseases that are challenging for humans to …

Enhancing Plant Disease Identification through Innovative Image Synthesis: A Study of InstaGAN and Data Augmentation in Agriculture

K Lee, A Muhammad, C Lim, J Hyeon… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
This study explores the growing implementation of artificial intelligence (AI) technology,
particularly in agriculture, where AI-driven object detection enhances efficiency. Deep …