crossrefRemote Sensing2025-08-01Cited by 5
Assessing Model Trade-Offs in Agricultural Remote Sensing: A Review of Machine Learning and Deep Learning Approaches Using Almond Crop Mapping
Mashoukur Rahaman, Jane Southworth, Yixin Wen, David Keellings
This study presents a comprehensive review and comparative analysis of traditional machine learning (ML) and deep learning (DL) models for land cover classification in agricultural remote sensing. We evaluate the reported successes, trade-offs, and performance metrics of ML and D…