Banana de-handing is a core process at all banana processing facilities. It is a repetitive and physically demanding activity that if automated, could improve processing efficiencies and provide a valuable integration point for robotics systems. This research is pertinent given current workforce reliability and supply chain issues, TR4 disease, and low-cost imports threats.