The invention discloses a NOTE unmanned automatic production line. The NOTE unmanned automatic production line comprises a feeding mechanism and an automatic association mechanism, and further comprises a roller rack, a panel feeding conveying mechanism, an empty BOX return steering and carrying mechanism, a panel BOX carrying mechanism, a panel transverse return lifter, a panel transfer track and a panel cleaning unit. The rack is provided with the annular transfer track. At least six carriers are evenly distributed and fixed on the transfer track, and the carriers correspond to work stations on the transfer track. The transfer track drives the carriers to make circular motion. At least two conclusion robots are arranged beside the transfer track. A positioning detection device is arranged on one side of the conclusion robots. The NOTE unmanned automatic production line provided by the invention achieves automatic feeding of panels and BLUs through a panel lifting rotation flow-out mechanism and a BLU lifting rotation flow-out mechanism, is reasonable in design and high in work efficiency, and can meet the demand for automatic feeding of NOTE products of various specifications.