Fruit and vegetable inspection aids robotic harvesting in modern agricultural production. For rapid accurate detection of fresh shiitake mushrooms, picking robots must overcome the complex conditions growing environment, diverse morphology, dense shading, changing field view. The current work focuses on improving accuracy at expense timeliness. This paper proposes a lightweight mushroom model c...