Synthesizing training data for intelligent weed control systems using generative ai

S Modak, A Stein - International Conference on Architecture of Computing …, 2024‏ - Springer
Deep Learning already plays a pivotal role in technical systems performing various crop
protection tasks, including weed detection, disease diagnosis, and pest monitoring …

[HTML][HTML] Advanced Image Preprocessing and Integrated Modeling for UAV Plant Image Classification

G Tariku, I Ghiglieno, A Simonetto, F Gentilin… - Drones, 2024‏ - mdpi.com
The automatic identification of plant species using unmanned aerial vehicles (UAVs) is a
valuable tool for ecological research. However, challenges such as reduced spatial …

Supervisory Configuration of Deep Learning Networks for Plant Stress Detection and Synthetic Dataset Generation

JR Velázquez-González, M Pérez-Patricio… - IEEE …, 2024‏ - ieeexplore.ieee.org
In computer vision, plant stress detection involves the identification and classification of crop
stresses. There are several approaches for the identification of green areas. The most recent …

Generative AI-based Pipeline Architecture for Increasing Training Efficiency in Intelligent Weed Control Systems

S Modak, A Stein - arxiv preprint arxiv:2411.00548, 2024‏ - arxiv.org
In automated crop protection tasks such as weed control, disease diagnosis, and pest
monitoring, deep learning has demonstrated significant potential. However, these advanced …