The application provides a
gemstone origin automatic identification method based on
gemstone inclusion combination, discloses an
emerald origin automatic detection integrated method based on
computer vision deep learning and symbolic
algorithm according to the informationization,
automation and intelligentization requirements of
emerald origin identification. The application uses a
microscope + camera to take microimages of emeralds from different origins, divides the pictures of the same origin into a
training set and a
verification set, combines the
deep learning method, classifies the inclusions in the
training set pictures of different origins and gives labels, uses Raman spectrum to confirm the inclusions in the
data set, screens out inclusion combinations with different origin characteristics, establishes expert identification standards for
emerald inclusion combinations of different origins, uses computer language to write corresponding codes, classifies emeralds from different origins, and outputs the origin classification results.