Automated solution for open-field grid creation using UAV imagery and generative AI

Overview

This innovative solution utilizes high-resolution UAV imagery combined with advanced Generative AI techniques to automate the identification and creation of open-field trial plots. By integrating image segmentation with text-based layout generation, it facilitates accurate and efficient grid creation for agricultural research fields. This approach aims to enhance the precision and efficiency of field trials by providing a plant-level view from the seedling stage, thereby optimizing layout designs such as randomized block designs.

Technical specifications

• High-resolution UAV imagery: Captures detailed plant-level data from the seedling stage, essential for precise grid creation.
• Generative AI integration: Utilizes large language models to merge image and text data for robust layout generation.
• Automated grid creation: Develops methods for reliable and repeatable open-field grid creation across various trial designs.
• Data acquisition and validation: Involves collecting UAV and field trial data, and creating labeled data for training, testing, and validation to ensure accuracy and reliability.

Technology readiness level

Currently at Technology Readiness Level 2, this solution is in the early stages of development. Future validation plans involve method identification and operational implementation for selected field trials, aiming for automation and fine-tuning of grid creation methods using high-resolution UAV data.