With the growing demand for pumpkins and the ever-increasing need for effective harvesting methods, farmers are turning to cutting-edge intelligent approaches. These strategies leverage robust algorithms to evaluate pumpkin maturity, predict optimal harvest times, and guide robotic units for precise picking. By minimizing manual labor and maximizin