AIMC Topic: Tooth

Clear Filters Showing 1 to 10 of 116 articles

Automatic restoration and reconstruction of defective tooth based on deep learning technology.

BMC oral health Aug 2, 2025
BACKGROUND: Accurate restoration and reconstruction of tooth morphology are crucial in restorative dentistry, implantology, and forensic odontology. Traditional methods, like manual wax modeling and template-based computer-aided design (CAD), struggl...
Humans Computer-Aided Design Deep Learning Dental Restoration, Permanent Tooth Models, Dental Imaging, Three-Dimensional Image Processing, Computer-Assisted
View on PubMed DOI

Deep learning for tooth detection and segmentation in panoramic radiographs: a systematic review and meta-analysis.

BMC oral health Jul 30, 2025
BACKGROUND: This systematic review and meta-analysis aimed to summarize and evaluate the available information regarding the performance of deep learning methods for tooth detection and segmentation in orthopantomographies.
Humans Radiography, Panoramic Tooth Sensitivity and Specificity Deep Learning
View on PubMed DOI

MMDental - A multimodal dataset of tooth CBCT images with expert medical records.

Scientific data Jul 9, 2025
In the rapidly evolving field of dental intelligent healthcare, where Artificial Intelligence (AI) plays a pivotal role, the demand for multimodal datasets is critical. Existing public datasets are primarily composed of single-modal data, predominant...
Medical Records Cone-Beam Computed Tomography Tooth Humans Imaging, Three-Dimensional Male Middle Aged Adolescent Child Artificial Intelligence Female Aged Young Adult Adult
View on PubMed DOI

Application of Mask R-CNN for automatic recognition of teeth and caries in cone-beam computerized tomography.

BMC oral health Jun 6, 2025
OBJECTIVES: Deep convolutional neural networks (CNNs) are advancing rapidly in medical research, demonstrating promising results in diagnosis and prediction within radiology and pathology. This study evaluates the efficacy of deep learning algorithms...
Humans Algorithms Deep Learning Neural Networks, Computer Tooth Cone-Beam Computed Tomography Dental Caries
View on PubMed DOI

3D tooth identification for forensic dentistry using deep learning.

BMC oral health Apr 30, 2025
The classification of intraoral teeth structures is a critical component in modern dental analysis and forensic dentistry. Traditional methods, relying on 2D imaging, often suffer from limitations in accuracy and comprehensiveness due to the complex ...
Forensic Dentistry Tooth Deep Learning Imaging, Three-Dimensional Humans Neural Networks, Computer
View on PubMed DOI

A deep learning model for multiclass tooth segmentation on cone-beam computed tomography scans.

American journal of orthodontics and dentofacial orthopedics : official publication of the American Association of Orthodontists, its constituent societies, and the American Board of Orthodontics Apr 5, 2025
INTRODUCTION: Machine learning, a common artificial intelligence technology in medical image analysis, enables computers to learn statistical patterns from pairs of data and annotated labels. Supervised learning in machine learning allows the compute...
Image Processing, Computer-Assisted Tooth Humans Algorithms Cone-Beam Computed Tomography Deep Learning Imaging, Three-Dimensional
View on PubMed DOI

A Novel Hierarchical Cross-Stream Aggregation Neural Network for Semantic Segmentation of 3-D Dental Surface Models.

IEEE transactions on neural networks and learning systems Apr 4, 2025
Accurate teeth delineation on 3-D dental models is essential for individualized orthodontic treatment planning. Pioneering works like PointNet suggest a promising direction to conduct efficient and accurate 3-D dental model analyses in end-to-end lea...
Neural Networks, Computer Algorithms Humans Models, Dental Semantics Tooth Deep Learning Imaging, Three-Dimensional
View on PubMed DOI

A novel deep learning-based model for automated tooth detection and numbering in mixed and permanent dentition in occlusal photographs.

BMC oral health Mar 29, 2025
BACKGROUND: While artificial intelligence-driven approaches have shown great promise in dental diagnosis and treatment planning, most research focuses on dental radiographs. Only three studies have explored automated tooth numbering in oral photograp...
Dentition, Permanent Dentition, Mixed Humans Neural Networks, Computer Tooth Photography, Dental Deep Learning
View on PubMed DOI

Enhancing the classification of isolated theropod teeth using machine learning: a comparative study.

PeerJ Mar 26, 2025
Classifying objects, such as taxonomic identification of fossils based on morphometric variables, is a time-consuming process. This task is further complicated by intra-class variability, which makes it ideal for automation via machine learning (ML) ...
Tooth Machine Learning Fossils Animals
View on PubMed DOI

Assessment of CNNs, transformers, and hybrid architectures in dental image segmentation.

Journal of dentistry Mar 8, 2025
OBJECTIVES: Convolutional Neural Networks (CNNs) have long dominated image analysis in dentistry, reaching remarkable results in a range of different tasks. However, Transformer-based architectures, originally proposed for Natural Language Processing...
Humans Neural Networks, Computer Radiography, Panoramic Dental Caries Tooth Deep Learning Image Processing, Computer-Assisted
View on PubMed DOI
Popular Topics
Recent Journals