Automated bone mineral density prediction and fracture risk assessment using plain radiographs via deep learning

CI Hsieh, K Zheng, C Lin, L Mei, L Lu, W Li… - Nature …, 2021 - nature.com
bone mineral density (BMD) and evaluate fracture risk. We present an automated tool to
identify fractures, predict BMD, and evaluate fracture risk using plain radiographs. The tool …

Application of deep learning neural network in predicting bone mineral density from plain X-ray radiography

CS Ho, YP Chen, TY Fan, CF Kuo, TY Yen… - Archives of …, 2021 - Springer
… Conventional radiography is more suited for … radiographs by experienced physicians only.
This study explored the possibility of predicting BMD relative to DXA using patient radiographs

Prediction of femoral fracture load: cross-sectional study of texture analysis and geometric measurements on plain radiographs versus bone mineral density

C Chappard, V Bousson, C Bergot, D Mitton… - Radiology, 2010 - pubs.rsna.org
… Our results suggest that plain radiographs might be used instead of BMD measurements. …
Proximal femur specimens: automated 3D trabecular bone mineral density analysis at …

Estimation of bone mineral density by digital X-ray radiogrammetry: theoretical background and clinical testing

A Rosholm, L Hyldstrup, L Baeksgaard… - Osteoporosis …, 2001 - Springer
automated radiogrammetric method to estimate bone mineral density (BMD) from a single
radiograph … Five regions of interest in radius, ulna and the three middle metacarpal bones are …

Simple assessment of global bone density and osteoporosis screening using standard radiographs of the hand

JJ Schreiber, RN Kamal, J Yao - The Journal of Hand Surgery, 2017 - Elsevier
bone mineral density (BMD) and is used to assess fractureassessment tools such as the
Fracture Risk Assessment Tool … in an automated fashion using digital assessment software. …

HarDNet-based deep learning model for osteoporosis screening and bone mineral density inference from hand radiographs

CS Ho, TY Fan, CF Kuo, TY Yen, SY Chang, YC Pei… - Bone, 2025 - Elsevier
… Further studies should explore its utility in predicting fracture risks. … DeepDXA-Hand, a
HarDNet-based deep learning model, predicted bone mineral density with a correlation of 0.745 …

Automated and Precise Bone Mineral Density Prediction and Fracture Risk Assessment using Hip/Lumbar Spine Plain Radiographs via Learning Deep Image …

CI Hsieh, K Zheng, C Lin, L Lu, W Li, FP Chen, Y Wang… - 2021 - researchsquare.com
… Tool are recommended tools for osteoporotic fracture risk evaluation, but … -automated tool
to identify fractures, predict bone mineral density (BMD), and evaluate fracture risk using plain

Prediction of bone mineral density in CT using deep learning with explainability

JW Kang, C Park, DE Lee, JH Yoo, MW Kim - Frontiers in Physiology, 2023 - frontiersin.org
… This method is well suited as an auxiliary tool in clinical practice and as an automaticplain
radiographs, automatically select regions of interest (ROI) using the landmarks, and predict

Opportunistic screening of low bone mineral density from standard x-rays

A Bilbily, CA Syme, JD Adachi, C Berger… - … College of Radiology, 2024 - Elsevier
fracture risk assessment, and if necessary, refer the patient for DXA BMD analysis. By initiating
a fracture risk assessment… for Rho score predicting low bone mineral density (T-score < –1…

Current and emerging diagnostic imaging-based techniques for assessment of osteoporosis and fracture risk

AS Areeckal, M Kocher - IEEE reviews in biomedical …, 2018 - ieeexplore.ieee.org
… and fracture risk assessmentautomated radiogrammetric method for classification of
healthy people and people with low bone mass was recently developed using hand radiographs