Tailored single-belt model for whole carrot sorting. Powered by AI-driven high-resolution VIS imaging and high-performance air ejectors, the system integrates consecutive top-view and off-belt parabolic detection to more efficiently identify and reject defects that conventional sorters struggle to handle, delivering deep-learning–refined sorting precision.