The invention discloses an NOTE unmanned feeding device. The device comprises a shell, a drum rack, a panel feeding carrying mechanism, an empty BOX backflow steering carrying mechanism, a panel BOX carrying mechanism, a panel transverse backflow lifting machine, a panel conveying rail and a panel cleaning device. The drum rack comprises drum rails which are vertically arranged, the drum rail on the upper portion is a feeding rail, the drum rail on the lower portion is a BOX outflow rail, the panel feeding carrying mechanism is arranged on the side edge of the extending line of the feeding rail and is matched with the panel conveying rail, and a first grabbing assembly is arranged on the panel feeding carrying mechanism. According to the NOTE unmanned feeding device, the device completes panel and BLU automatic feeding through a panel lifting rotation outflow mechanism and a BLU lifting rotation outflow mechanism, and the device is reasonable in design, high in work efficiency and capable of meeting the automatic feeding requirements of NOTE products of multiple specifications.