Determining the ripeness level of oil palm Fresh Fruit Bunches (FFBs) using computer vision and machine learning has been extensively studied, especially using the YOLO (You Only Look Once) algorithm. Its applications are typically employed for detecting FFBs on trees or piled on the ground. However, the detection of stacked FFBs moving on a conveyor has yet to be done. The objective of this st…