Multi-Stream CNN for Spatial Resource Allocation: a Crop Management Application. - Alexandre Barbosa; Thiago Marinho; Nicolas F. Martin; Naira Hovakimyan (CVPR Workshops, 2020)

Risk-averse optimization of crop inputs using a deep ensemble of convolutional neural networks. - Alexandre Barbosa; Naira Hovakimyan; Nicolas F. Martin (Comput. Electron. Agric., 2020)

Modeling yield response to crop management using convolutional neural networks. - Alexandre Barbosa; Rodrigo G. Trevisan; Naira Hovakimyan; Nicolas F. Martin (Comput. Electron. Agric., 2020)

High-Throughput Phenotyping of Soybean Maturity Using Time Series UAV Imagery and Convolutional Neural Networks. - Rodrigo G. Trevisan; Osvaldo Pérez; Nathan Schmitz; Brian Diers; Nicolas F. Martin (Remote. Sens., 2020)

Optimizing Nitrogen Management with Deep Reinforcement Learning and Crop Simulations. - Jing Wu 020; Ran Tao; Pan Zhao 003; Nicolas F. Martin; Naira Hovakimyan (CVPR Workshops, 2022)

Optimizing Crop Management with Reinforcement Learning and Imitation Learning. - Ran Tao; Pan Zhao 003; Jing Wu 020; Nicolas F. Martin; Matthew Tom Harrison; Carla Sofia Santos Ferreira; Zahra Kalantari; Naira Hovakimyan (IJCAI, 2023)

Maturity Prediction in Soybean Breeding Using Aerial Images and the Random Forest Machine Learning Algorithm. - Osvaldo Pérez; Brian Diers; Nicolas F. Martin (Remote. Sens., 2024)