The present invention relates to an apparatus for sorting foreign matters based on an artificial intelligence program. According to one embodiment of the present invention, the apparatus for sorting foreign matters based on an artificial intelligence program comprises: a supply unit (100) configured to supply a sorted object (1) including a plurality of pellets; a transfer unit (20) configured to receive the sorted object (1) and transfer the same by a predetermined distance; a photographing unit (30) including at least one camera for photographing the transferred sorted object (1) and configured to obtain an original image (2); a transmitting unit (40) configured to covert a size of the obtained original image (2) into a predetermined size and transmit a converted image (3); a receiving unit (50) configured to receive the converted image (3); a region extracting unit (60) configured to obtain a first feature map from the received converted image (3) using a first convolutional neural network (CNN) and extract a region of interest including the pellets from the converted image (3) by applying a region proposal network (RPN) to the first feature map; a determining unit (70) configured to determine normal pellets and abnormal pellets by applying a second CNN to an extracted region of interest image (4); and an information outputting unit (80) configured to display the region of interest on the original image (2) and integrate and output information about the abnormal pellets. According to the present invention, it is possible to quickly and accurately sort, in a work site, abnormal pallets in large quantity.;COPYRIGHT KIPO 2019
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