Date palm (Phoenix dactylifera) is a significant agricultural crop, but its productivity is often hampered by various diseases such as brown spot and white scale infestations. Early detection of these diseases is crucial for effective management and mitigation strategies. In this study, we propose a robust framework for date palm disease detection using deep neural network algorithms