Article

Deep Learning–Based Segmentation of Dental Caries in Pediatric Panoramic Radiographs: A Comparative Study of Seven CNN Architectures

2026-06-23

Abstract excerpt

<title>Abstract</title> <p> <bold>Background</bold> Dental caries is the most prevalent chronic disease of childhood, yet automated segmentation of carious lesions in pediatric panoramic radiographs remains underexplored. This study aimed to identify a well-suited CNN architecture for pixel-level segmentation of dental caries in pediatric panoramic radiographs through systematic benchmarking under reproducible...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 69244e2c-74bd-5eed-9955-ecf5430eaacf
DOI: 10.21203/rs.3.rs-9878062/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep Learning–Based Segmentation of Dental Caries in Pediatric Panoramic Radiographs: A Comparative Study of Seven CNN ArchitecturesDOI 10.21203/rs.3.rs-9878062/v1Read

Semantic Segmentation on Panoramic X-ray Images with U-net ArchitecturesSemantic proximity Read

Detection of Dental Anomalies in Digital Panoramic Images Using YOLO: A Next Generation Approach Based on Single Stage Detection ModelsSemantic proximity Read

Deep-learning-based automated detection and assistance in the diagnosis of early dental carious lesionsSemantic proximity Read

Convolutional Neural Networks For Apical Lesion Segmentation From Panoramic RadiographsSemantic proximity Read

Classification of Dental Teeth X-Ray Images Using a Deep Learning CNN ModelSemantic proximity Read

Automated Multi-Anatomical Segmentation on Panoramic Radiographs Using a Yolov8x Deep Learning ModelSemantic proximity Read

Development and external validation of an AI pipeline for fully automated DMFT determination from panoramic radiographsSemantic proximity Read

Generalizability of YOLOv11 Models for Mesiodens Detection in Pediatric Panoramic RadiographsSemantic proximity Read

DIAGNOSTIC CHARTING ON PANORAMIC RADIOGRAPHY USING DEEP- LEARNING ARTIFICIAL INTELLIGENCE SYSTEMSemantic proximity Read

Automatic Segmentation of Ameloblastoma on CT Images using Deep Learning with Limited DataSemantic proximity Read

DentalSegmentator: robust deep learning-based CBCT image segmentationSemantic proximity Read

Automated Mandibular Canal Segmentation on CBCT using Deep LearningSemantic proximity Read