Applications of deep learning in precision weed management: A review. - Nitin Rai; Yu Zhang 165; Billy G. Ram; Leon Schumacher; Ravi K. Yellavajjala; Sreekala G. Bajwa; Xin Sun 017 (Comput. Electron. Agric., 2023)

Palmer amaranth identification using hyperspectral imaging and machine learning technologies in soybean field. - Billy G. Ram; Yu Zhang 165; Cristiano Costa; Mohammed Raju Ahmed; Thomas Peters; Amit Jhala; Kirk Howatt; Xin Sun 017 (Comput. Electron. Agric., 2023)

A systematic review of hyperspectral imaging in precision agriculture: Analysis of its current state and future prospects. - Billy G. Ram; Peter Oduor; C. Igathinathane; Kirk Howatt; Xin Sun 017 (Comput. Electron. Agric., 2024)

Herschel vision: A hyperspectral image processing software for data preparation in machine learning pipelines. - Billy G. Ram; Sunil Gc; Xin Sun (SoftwareX, 2025)