From General to Specialized: The Need for Foundational Models in Agriculture

Vishal Nedungadi, Xingguo Xiong, Aike Potze, Ron Van Bree, Tao Lin, Marc Rußwurm, Ioannis N. Athanasiadis  |  2025

Keywords: Computer Vision, Image and Video Processing

Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs

Dawen Jiang, Zhishu Shen, Qiushi Zheng, Tiehua Zhang, Wei Xiang, Jiong Jin  |  2025

Keywords: Computer Vision, Machine Learning

AGRO: An Autonomous AI Rover for Precision Agriculture

Simar Ghumman, Fabio Di Troia, William Andreopoulos, Mark Stamp, Sanjit Rai  |  2025

Keywords: Machine Learning

Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification

Sudi Murindanyi, Joyce Nakatumba-Nabende, Rahman Sanya, Rose Nakibuule, Andrew Katumba  |  2024

Keywords: Computer Vision, Artificial Intelligence

Threshold-Based Automated Pest Detection System for Sustainable Agriculture

Tianle Li, Jia Shu, Qinghong Chen, Murad Mehrab Abrar, John Raiti  |  2024

Keywords: Image and Video Processing

A Fog-based Smart Agriculture System to Detect Animal Intrusion

Jinpeng Miao, Dasari Rajasekhar, Shivakant Mishra, Sanjeet Kumar Nayak, Ramanarayan Yadav  |  2023

Keywords: Systems and Control

Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges

Jiajia Li, Mingle Xu, Lirong Xiang, Dong Chen, Weichao Zhuang, Xunyuan Yin, Zhaojian Li  |  2023

Keywords: Machine Learning, Computer Vision

Generative AI in Agriculture: Creating Image Datasets Using DALL.E's Advanced Large Language Model Capabilities

Ranjan Sapkota, Manoj Karkee  |  2023

Keywords: Computer Vision

Can SAM recognize crops? Quantifying the zero-shot performance of a semantic segmentation foundation model on generating crop-type maps using satellite imagery for precision agriculture

Rutuja Gurav, Het Patel, Zhuocheng Shang, Ahmed Eldawy, Jia Chen, Elia Scudiero, Evangelos Papalexakis  |  2023

Keywords: Computer Vision

A Proposed IoT Smart Trap using Computer Vision for Sustainable Pest Control in Coffee Culture

Vitor Alexandre Campos Figueiredo, Samuel Mafra, Joel Rodrigues  |  2020

Keywords: Computer Vision, Computer Science - NI