Automated plot grid creation using deep learning and remote sensing
An innovative solution leveraging deep learning and remote sensing to automate open-field plot grid creation, enhancing efficiency and accuracy in agricultural trials. This method replaces manual GPS measurements, improving data accuracy and reducing labor costs.
Overview
The automated plot grid creation technology utilizes deep learning algorithms and remote sensing data to revolutionize agricultural trials. By automating the creation of open-field plot grids, it ensures high precision and significantly enhances efficiency and accuracy. This innovative approach eliminates the need for traditional manual GPS measurements, leading to precise plot delineation and accurate crop trait assignment in UAV image processing workflows. The integration of photogrammetry and 3D modeling further strengthens field analysis, supporting better decision-making and effective management strategies in agricultural research.
Technical specifications
- Deep learning models: Employs pretrained CNN models using vast UAV and satellite data for predicting and analyzing crop traits.
- Image processing: High-resolution UAV imagery and GPS data are processed to automatically identify and delineate individual plots with precision.
- 3D mapping: UAV-based 3D mapping provides flexibility and superior spatial resolution.
- Integration: Combines computer vision techniques with GIS for accurate plot grid creation and integrates with UAV workflows using GPS-equipped UAVs with RTK technology.
- Continuous improvement: Models are continuously retrained with new data to maintain adaptability and improve accuracy.
Technology readiness level
Currently at TRL 4, this solution has been validated in laboratory environments and is being prepared for further validation in real-world agricultural settings.
About tCognition
tCognition, Inc. is a Boston-based Agentic AI consulting and IT services firm founded in 2003. The company specializes in deploying autonomous, task-driven AI agents and conversational AI solutions, alongside providing comprehensive IT services including cloud development, web and mobile application development, CRM and ERP integration, and QA automation. Operating from global offices, tCognition maintains an AI/ML Center of Excellence and has developed proprietary tools such as Xseed.AI, an AI-powered applicant tracking system designed to streamline recruitment processes. As a certified Minority Business Enterprise (MBE) and Disability-Owned Business Enterprise (DOBE), the firm leverages a global delivery model supported by an offshore development center.
Serving both commercial leaders and government entities, tCognition addresses enterprise needs across industries like healthcare, staffing, customer service, and finance. By combining technical expertise in LLM frameworks and cloud infrastructure with staffing and managed IT services, the company helps businesses scale operations and achieve digital transformation. Their solutions are engineered to improve efficiency, customer engagement, and workflow automation, backed by a proven track record of managing complex implementations for organizations such as SiriusXM and various state government agencies. Through its multi-faceted approach, tCognition aims to empower clients to thrive in evolving technological landscapes.
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