Latest Research in Dental Imaging Informatics

48 research papers · 2026 median publication year

Top Research Topics in Dental Imaging Informatics

Highest-Cited Papers

  1. Smartphone-Based Deep Learning for Dental Plaque Detection Among Preschool Children
  2. Uncertainty-aware ordinal deep learning for automated periapical index assessment on dental radiographs
  3. Open‐Weight Deep Learning for Periapical Index Scoring: Training and Comparison of Convolutional Neural Network Models Based on Three Distinct Architectures and an Ensemble Approach
  4. Explainable AI framework for detecting and grading oral squamous cell carcinoma in South Asian populations using histopathological images
  5. ApexTransNet: an anatomy-aware multi-task framework for apical periodontitis segmentation and radiographic assessment on periapical dental radiographs
  6. Intraoral dental caries detection based on mask-regularized vision transformer
  7. Dual-model deep learning for detecting and classifying dental abscesses, cysts, and tumours on orthopantomograms: a histopathology-referenced diagnostic study
  8. Automated classification of dental implant categories on panoramic radiographs using YOLOv8 and YOLO11 models
  9. Automated measurement of Little’s Irregularity Index on intraoral photographs using a convolutional neural network
  10. LUCID: Intelligent Informative Frame Selection in Otoscopy for Enhanced Diagnostic Utility
  11. CRANIOSEG: Deep Learning–Based Automated Segmentation of Craniomaxillofacial Anatomical Structures on Cone-Beam Computed Tomography
  12. MedPCFM-TED: One-Step Point Cloud Flow Matching for Implant Generation via Teacher-Guided Endpoint Distillation
  13. Predicting build orientation for SLM dental parts: a comparison of rotation representations and direct vector regression
  14. APR-Net: a lightweight multi-scale attention network for oral disease detection
  15. Patient-Level, Leakage-Aware Deep Learning for Cross-Center Periapical Radiograph Classification
  16. Morphological decoupling-based skeletal classification for clinical assessment of malocclusion
  17. E8 Harmonic Forecast Lattice (HFL) – Phi‑Coupled Value Corridors from 240 Roots — E8 Intelligence Research
  18. Development and Validation of a Deep Learning Decision-Support Model for Aesthetic Chin-Shortening Surgery
  19. AI-Assisted Three-Class Oral Histopathology: A Reader Study
  20. Evaluation of a deep learning-based system for automated assessment of tooth wear severity on intraoral scans

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L2 Region - - 2026 Sep Q3

Dental Imaging Informatics

48 papers

Top Topics (10)

Dental Radiography and Imaging20
Orthodontics and Dentofacial Orthopedics5
Computer Vision and Pattern Recognition5
AI in cancer detection3
Image and Video Processing3
Ear Surgery and Otitis Media2
Dental Health and Care Utilization1
Artificial Intelligence1
COVID-19 diagnosis using AI1
Benford’s Law and Fraud Detection1

Top Publications (20)

1.Smartphone-Based Deep Learning for Dental Plaque Detection Among Preschool Children2.Uncertainty-aware ordinal deep learning for automated periapical index assessment on dental radiographs3.Open‐Weight Deep Learning for Periapical Index Scoring: Training and Comparison of Convolutional Neural Network Models Based on Three Distinct Architectures and an Ensemble Approach4.Explainable AI framework for detecting and grading oral squamous cell carcinoma in South Asian populations using histopathological images5.ApexTransNet: an anatomy-aware multi-task framework for apical periodontitis segmentation and radiographic assessment on periapical dental radiographs6.Intraoral dental caries detection based on mask-regularized vision transformer7.Dual-model deep learning for detecting and classifying dental abscesses, cysts, and tumours on orthopantomograms: a histopathology-referenced diagnostic study8.Automated classification of dental implant categories on panoramic radiographs using YOLOv8 and YOLO11 models9.Automated measurement of Little’s Irregularity Index on intraoral photographs using a convolutional neural network10.LUCID: Intelligent Informative Frame Selection in Otoscopy for Enhanced Diagnostic Utility11.CRANIOSEG: Deep Learning–Based Automated Segmentation of Craniomaxillofacial Anatomical Structures on Cone-Beam Computed Tomography12.MedPCFM-TED: One-Step Point Cloud Flow Matching for Implant Generation via Teacher-Guided Endpoint Distillation13.Predicting build orientation for SLM dental parts: a comparison of rotation representations and direct vector regression14.APR-Net: a lightweight multi-scale attention network for oral disease detection15.Patient-Level, Leakage-Aware Deep Learning for Cross-Center Periapical Radiograph Classification16.Morphological decoupling-based skeletal classification for clinical assessment of malocclusion17.E8 Harmonic Forecast Lattice (HFL) – Phi‑Coupled Value Corridors from 240 Roots — E8 Intelligence Research18.Development and Validation of a Deep Learning Decision-Support Model for Aesthetic Chin-Shortening Surgery19.AI-Assisted Three-Class Oral Histopathology: A Reader Study20.Evaluation of a deep learning-based system for automated assessment of tooth wear severity on intraoral scans

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