Panoramic Radiograph

Panoramic radiographs (orthopantomograms) are 2D X-ray images of the entire mouth, crucial for dental diagnosis and treatment planning. Current research focuses on leveraging deep learning, particularly convolutional neural networks (like U-Net, ResUNet++, and Vision Transformers) and detection transformers (DETR), to automate tasks such as teeth detection, segmentation, numbering, and disease identification. These advancements aim to improve diagnostic accuracy, efficiency, and accessibility in dental practice, with studies demonstrating performance comparable to junior specialists in certain tasks. Furthermore, research is exploring 3D reconstruction techniques from these 2D images using neural implicit functions and other innovative approaches to provide more comprehensive spatial information.

Papers

August 8, 2024

Segmentation of Mental Foramen in Orthopantomographs: A Deep Learning Approach
Haider Raza, Mohsin Ali, Vishal Krishna Singh, Agustin Wahjuningrum, Rachel Sarig, Akhilanand Chaurasia
Deep Learning Segmentation Based Approach Deep Learning Approach Anatomical Structure Panoramic Radiograph

June 25, 2024

Semi-supervised classification of dental conditions in panoramic radiographs using large language model and instance segmentation: A real-world dataset evaluation
Bernardo Silva, Jefferson Fontinele, Carolina Letícia Zilli Vieira, João Manuel R. S. Tavares, Patricia Ramos Cury, Luciano Oliveira
Large Language Model Instance Segmentation Semi Supervised Classification Deep Learning Network Panoramic X Ray Panoramic Radiograph Dataset Evaluation

February 6, 2024

Detection Transformer for Teeth Detection, Segmentation, and Numbering in Oral Rare Diseases: Focus on Data Augmentation and Inpainting Techniques
Hocine Kadi, Théo Sourget, Marzena Kawczynski, Sara Bendjama, Bruno Grollemund, Agnès Bloch-Zupan
Data Augmentation Segmentation Based Approach Detection Transformer Rare Disease Panoramic Radiograph

November 28, 2023

3D Teeth Reconstruction from Panoramic Radiographs using Neural Implicit Functions
Sihwa Park, Seongjun Kim, In-Seok Song, Seung Jun Baek
Dental Model Neural Implicit Function Panoramic Radiograph

August 11, 2023

YOLOrtho -- A Unified Framework for Teeth Enumeration and Dental Disease Detection
Shenxiao Mei, Chenglong Ma, Feihong Shen, Huikai Wu
Unified Framework Sdnia Yolo CBTN Connect Dipgr Asnr Miccai Panoramic Radiograph Dental Disease Detection

April 8, 2023

NeBLa: Neural Beer-Lambert for 3D Reconstruction of Oral Structures from Panoramic Radiographs
Sihwa Park, Seongjun Kim, Doeyoung Kwon, Yohan Jang, In-Seok Song, Seung Jun Baek
Panoramic X Ray Panoramic Radiograph

October 20, 2022

Self-Supervised Learning with Masked Image Modeling for Teeth Numbering, Detection of Dental Restorations, and Instance Segmentation in Dental Panoramic Radiographs
Amani Almalki, Longin Jan Latecki
Self Supervised Learning Instance Segmentation Swin Transformer Masked Image Modeling Panoramic X Ray Panoramic Radiograph

May 19, 2022

Human Gender Prediction Based on Deep Transfer Learning from Panoramic Radiograph Images
I. Atas
Deep Transfer Learning Gender Prediction Gender Classification Panoramic X Ray Panoramic Radiograph

March 29, 2022

OdontoAI: A human-in-the-loop labeled data set and an online platform to boost research on dental panoramic radiographs
Bernardo Silva, Laís Pinheiro, Brenda Sobrinho, Fernanda Lima, Bruna Sobrinho, Kalyf Abdalla, Matheus Pithon, Patrícia Cury, Luciano Oliveira
DH Research Human in the Loop OpenAI Codex Panoramic X Ray Online Platform Panoramic Radiograph

Panoramic Radiograph

Papers

Segmentation of Mental Foramen in Orthopantomographs: A Deep Learning Approach

Semi-supervised classification of dental conditions in panoramic radiographs using large language model and instance segmentation: A real-world dataset evaluation

Detection Transformer for Teeth Detection, Segmentation, and Numbering in Oral Rare Diseases: Focus on Data Augmentation and Inpainting Techniques

3D Teeth Reconstruction from Panoramic Radiographs using Neural Implicit Functions

YOLOrtho -- A Unified Framework for Teeth Enumeration and Dental Disease Detection

NeBLa: Neural Beer-Lambert for 3D Reconstruction of Oral Structures from Panoramic Radiographs

Self-Supervised Learning with Masked Image Modeling for Teeth Numbering, Detection of Dental Restorations, and Instance Segmentation in Dental Panoramic Radiographs

Human Gender Prediction Based on Deep Transfer Learning from Panoramic Radiograph Images

OdontoAI: A human-in-the-loop labeled data set and an online platform to boost research on dental panoramic radiographs