Educational Overview of the Concept and Application of Computer Vision in Arthroplasty
- PMID: 37633507
- PMCID: PMC10616773
- DOI: 10.1016/j.arth.2023.08.046
Educational Overview of the Concept and Application of Computer Vision in Arthroplasty
Abstract
Image data has grown exponentially as systems have increased their ability to collect and store it. Unfortunately, there are limits to human resources both in time and knowledge to fully interpret and manage that data. Computer Vision (CV) has grown in popularity as a discipline for better understanding visual data. Computer Vision has become a powerful tool for imaging analytics in orthopedic surgery, allowing computers to evaluate large volumes of image data with greater nuance than previously possible. Nevertheless, even with the growing number of uses in medicine, literature on the fundamentals of CV and its implementation is mainly oriented toward computer scientists rather than clinicians, rendering CV unapproachable for most orthopedic surgeons as a tool for clinical practice and research. The purpose of this article is to summarize and review the fundamental concepts of CV application for the orthopedic surgeon and musculoskeletal researcher.
Keywords: artificial intelligence; computer vision; data science; deep learning; total hip arthroplasty; total knee arthroplasty.
Copyright © 2023 Elsevier Inc. All rights reserved.
Figures
References
-
- Szeliski R. Computer Vision: Algorithms and Applications. Springer Science & Business Media; 2010. 812 p.
-
- Prijs J, Liao Z, Ashkani-Esfahani S, Olczak J, Gordon M, Jayakumar P, et al. Artificial intelligence and computer vision in orthopaedic trauma: the why, how, and what. Bone Joint J. 2022. Aug 1;104-B(8):911–4. - PubMed
-
- Chea P, Mandell JC. Current applications and future directions of deep learning in musculoskeletal radiology. Skeletal Radiol. 2020. Feb;49(2):183–97. - PubMed
-
- Gurung B, Liu P, Harris PDR, Sagi A, Field RE, Sochart DH, et al. Artificial intelligence for image analysis in total hip and total knee arthroplasty : a scoping review. Bone Joint J. 2022. Aug;104-B(8):929–37. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources