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