AUTOMATED SEGMENTATION OF THREE DIMENSIONAL BONY STRUCTURE IMAGES

摘要

A computer-implemented system that includes at least one nontransitory processor-readable storage medium that stores at least one of processor-executable instructions or data and at least one processor communicably coupled to at least one nontransitory processor-readable storage medium. That at least one processor: receives segmentation learning data comprising a plurality of batches of labeled anatomical image sets, each image set comprising image data representative of a bony structure, and each image set including at least one label which identifies the region of a particular part of the bony structure depicted in each image of the image set; trains a fully convolutional neural network model (segmentation CNN) to segment at least one part of the bony structure utilizing the received segmentation learning data; and stores the trained segmentation CNN model in at least one nontransitory processor-readable storage medium of the machine learning system.