With the growing demand for pumpkins and the ever-increasing need for efficient harvesting methods, farmers are turning to advanced intelligent approaches. These strategies leverage robust algorithms to evaluate pumpkin maturity, predict optimal harvest times, and guide robotic arms for precise picking. By reducing manual labor and maximizing yield