Classification of cervical vertebral maturation stages with machine ...

This study aimed to assess the accuracy of machine learning (ML) models with feature selection technique in classifying cervical vertebral maturation stages ( ...

"Machine Learning for Automated Cervical Vertebral Maturation ...

The most practical and commonly used method to determine skeletal age in today's clinical practice is the Cervical Vertebral Maturation (CVM) method [2]. Based ...

(PDF) Classification of cervical vertebral maturation stages with ...

Classifying the cervical vertebral maturation (CVM) degree is helpful in determining the peak period of growth and predicting the growth rate ...

Cervical vertebral maturation assessment using an innovative ...

The stages of cervical vertebral maturation are categorized into six stages depending on the vertebrae C2–C4 as presented in Fig. 1 (Right). During the initial ...

Classification of cervical vertebral maturation stages with machine ...

This study explored the use of machine learning (ML) models to classify cervical vertebral maturation stages (CVMS) using consensus-based ...

Cervical Vertebral Maturation Assessment using various Machine ...

It is therefore necessary to evaluate the stage of skeletal maturity of an individual. A range of nearly trustworthy parameters has been used in determining ...

Neural networks for classification of cervical vertebrae maturation

To assess the accuracy of identification and/or classification of the stage of cervical vertebrae maturity on lateral cephalograms by neural ...

based automatic cervical vertebral maturation classification method

20 Therefore, it can be assumed that the CNN models may be helpful in classi- fying CVM stages. Thus, this study aimed to develop a fully automated. AI- aided ...

Accuracy of Artificial Intelligence for Cervical Vertebral Maturation ...

... machine learning; cervical vertebral maturation ... Current neural networks demonstrate potential in automated cervical vertebral maturation stage classification ...

AggregateNet: A deep learning model for automated classification of ...

A study of supervised automated classification of the cervical vertebrae maturation (CVM) stages using deep learning (DL) network is presented.

Prediction of Cervical Vertebral Maturation Stage: a Machine ...

Objectives: Cervical vertebral maturation (CVM) is widely used to evaluate growth potential in the field of orthodontics. The aim of this study is to ...

[PDF] Comparison of Deep Learning Models for Cervical Vertebral ...

Classification of cervical vertebral maturation stages with machine learning models: leveraging datasets with high inter- and intra-observer agreement · Medicine ...

Evaluation of an objective staging system for assessment of cervical ...

The aim of this study was to evaluate an objective method for Cervical Vertebral Maturation (CVM) staging. An initial sample of 647 Lateral ...

(PDF) Comparison of Deep Learning Models for Cervical Vertebral ...

clinicians with accurate information on skeletal maturity. 5. Conclusions. This study classiﬁed the CVM stages on lateral cephalometric ...

Fully automated determination of the cervical vertebrae maturation ...

Cervical maturation stages were classified into six stages (CS1- CS6) in keeping with the methodology from previous studies [2, 23]. Cervical ...

Deep learning for the classification of cervical maturation degree ...

Objective: This study aimed to present and evaluate a new deep learning model for determining cervical vertebral maturation (CVM) degree and growth spurts.

The psc-CVM assessment system: A three-stage type system for ...

Many scholars have proven cervical vertebral maturation (CVM) method can predict the growth and development and assist in choosing the best ...

Comparison of Deep Learning Models for Cervical Vertebral ... - MDPI

If a deep learning model is used as an auxiliary means for maturation stage classification of cervical vertebrae after taking lateral ...

Current neural networks demonstrate potential in automated cervical ...

Current neural networks demonstrate potential in automated cervical vertebral maturation stage classification based on lateral cephalograms · Overview ...

Cervical vertebral maturation assessment on lateral cephalometric ...

This study has proposed machine learning models for CVM assessment on lateral cephalometric radiographs that can be used for the prediction of cervical ...