A concise review on deep learning for musculoskeletal X-ray images

Z Alammar, L Alzubaidi, J Zhang… - … on Digital Image …, 2022 - ieeexplore.ieee.org
Musculoskeletal refers to the muscles and skeleton of the body. In particular, the
musculoskeletal system contains joints, muscles, bones, cartilage, ligaments, bursae, and …

Medical imaging in rheumatoid arthritis: A review on deep learning approach

A Parashar, R Rishi, A Parashar, I Rida - Open Life Sciences, 2023 - degruyter.com
Arthritis is a musculoskeletal disorder. Millions of people have arthritis, making it one of the
most common joint disorders. Osteoarthritis (OA) and rheumatoid arthritis (RA) are the most …

Knee x-ray image analysis method for automated detection of osteoarthritis

L Shamir, SM Ling, WW Scott, A Bos… - IEEE Transactions …, 2008 - ieeexplore.ieee.org
We describe a method for automated detection of radiographic osteoarthritis (OA) in knee X-
ray images. The detection is based on the Kellgren-Lawrence (KL) classification grades …

A generalized deep learning framework for automatic rheumatoid arthritis severity grading

S More, J Singla - Journal of Intelligent & Fuzzy Systems, 2021 - content.iospress.com
Knee rheumatoid arthritis (RA) is the highly prevalent, chronic, progressive condition in the
world. To diagnose this disease in the early stage in detail analysis with magnetic …

Deep learning-based classification of inflammatory arthritis by identification of joint shape patterns—how neural networks can tell us where to “deep dive” clinically

L Folle, D Simon, K Tascilar, G Krönke… - Frontiers in …, 2022 - frontiersin.org
Objective: We investigated whether a neural network based on the shape of joints can
differentiate between rheumatoid arthritis (RA), psoriatic arthritis (PsA), and healthy controls …

Computer vision detects inflammatory arthritis in standardized smartphone photographs in an Indian patient cohort

S Phatak, S Chakraborty, P Goel - Frontiers in Medicine, 2023 - frontiersin.org
Introduction Computer vision extracts meaning from pixelated images and holds promise in
automating various clinical tasks. Convolutional neural networks (CNNs), a deep learning …

A deep learning knowledge distillation framework using knee MRI and arthroscopy data for meniscus tear detection

M Ying, Y Wang, K Yang, H Wang, X Liu - Frontiers in Bioengineering …, 2024 - frontiersin.org
Purpose: To construct a deep learning knowledge distillation framework exploring the
utilization of MRI alone or combing with distilled Arthroscopy information for meniscus tear …