Comparative analysis of deep|learning|based bone age estimation ...

Comparative analysis of deep-learning-based bone age estimation ...

Bone age determination in individuals is important for the diagnosis and treatment of growing children. This study aimed to develop a ...

Comparative analysis of deep-learning-based bone age estimation ...

Comparative analysis of deep-learning-based bone age estimation between whole lateral cephalometric and the cervical vertebral region in ...

Comparative analysis of deep-learning-based bone age estimation ...

This study aimed to develop a deep-learning model for bone age estimation using lateral cephalometric radiographs (LCRs) and regions of interest (ROIs) in ...

Comparative Analysis of Bone Age Assessment Techniques Using ...

Aiming at this problem, this paper proposes the use of convolutional neural network (CNN) with transfer learning methods in predicting bone age. We used VGG19, ...

Applying Deep Learning in Medical Images: The Case of Bone Age ...

It is shown that the proposed deep learning-based neural network can be used to estimate a subject's age from hand X-ray images, which eliminates the need for ...

External validation of deep learning-based bone-age software - Nature

In this study, we investigated the feasibility of DL software for estimating BA by comparing the BA estimated by the software and three ...

Comparative analysis of 5 regions over 13 regions bone age ...

PurposeThe deep learning-aided automatic bone age assessment systems have obtained the best results but still depending on the advanced methods to attain ...

Bone age assessment based on deep neural networks ... - Frontiers

In this research, we propose a novel two-stage deep learning method for BAA without any manual region annotation, which consists of a cascaded ...

A comparison of two artificial intelligence-based methods for ...

This study aimed to evaluate the validity of two artificial intelligence (AI)-based bone age assessment programs, BoneXpert and VUNO Med-Bone Age (VUNO), ...

Deep learning for bone age assessment: Current status and future ...

In this chapter, we present a comparative analysis of various architectures such as U-Net, FC DenseNet, and deep learning–based models for bone age assessment.

Bone age assessment using deep learning architecture: A Survey

Abstract: Skeletal bone age evaluation with X-ray pictures is a routine clinical approach for detecting any abnormalities in bone development in children ...

Deep Learning Approach for Bone Age Assessment Based on ...

However, existing deep learning-based methods for assessing bone age have mainly focused on enhancing the ability of extracting features in the ...

Comparative analysis of 5 regions over 13 regions bone age ...

The deep learning-aided automatic bone age assessment systems have obtained the best results but still depending on the advanced methods to ...

A critical comparative study of the performance of three AI-assisted ...

Question There is a lack of comparative, independent validation for artificial intelligence-based bone age estimation in children. · Findings ...

Skeletal bone age prediction based on a deep residual network with ...

Based on the residual network (ResNet) model in the deep learning algorithm, the average absolute error of the age of bones detected by the bone age assessment ...

A Deep Learning Approach to Pediatric Bone Age Assessment ...

A deep learning model trained on pediatric trauma hand radiographs is on par with automated and manual GP-based methods for bone age assessment.

Computerized Bone Age Estimation Using Deep Learning Based ...

The results of our study show the accuracy and efficiency of a newly developed deep-learning technique–based automatic software program for bone ...

Validation of a deep learning algorithm for bone age estimation ...

This was a cross-sectional study of hand and wrist radiographs obtained for the determination of bone age. The manual analysis was performed by an experienced ...

Artificial intelligence model system for bone age assessment of ...

Our study aimed to assess the impact of inter- and intra-observer variations when utilizing an artificial intelligence (AI) system for bone age assessment (BAA ...

Bone Age Assessment Empowered with Deep Learning - MDPI

Deep learning (DL) has gained attention for medical imaging problems. DL-based models and architectures are prominent in bone age segmentation, prediction, and ...