With the growing demand for pumpkins and the ever-increasing need for optimized harvesting methods, farmers are turning to cutting-edge automated approaches. These strategies leverage robust algorithms to assess pumpkin maturity, predict optimal harvest times, and guide robotic systems for precise picking. By decreasing manual labor and maximizing