Jacob F Oeding, Riley J Williams, Benedict U Nwachukwu, R Kyle Martin, Bryan T Kelly, Jón Karlsson, Christopher L Camp, Andrew D Pearle, Anil S Ranawat, Ayoosh Pareek
Deep learning has a profound impact on daily life. As Orthopedics makes use of this rapid escalation in technology, Orthopedic surgeons will need to take leadership roles on deep learning projects. Moreover, surgeons must possess an understanding of what is necessary to design and implement deep learning-based project pipelines. This review provides a practical guide for the Orthopedic surgeon to understand the steps needed to design, develop, and deploy a deep learning pipeline for clinical applications. A detailed description of the processes involved in defining the problem, building the team, acquiring and curating the data, labeling the data, establishing the ground truth, pre-processing and augmenting the data, and selecting the required hardware is provided...
November 24, 2022: Knee Surgery, Sports Traumatology, Arthroscopy