AIMC Topic: Root Canal Obturation
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RCFLA-YOLO: a deep learning-driven framework for the automated assessment of root canal filling quality in periapical radiographs.
BMC medical education
Jul 1, 2025
BACKGROUND: Evaluating the quality of root canal filling (RCF) performed by dental students in preclinical settings is a time-consuming process for clinicians and is often subjectively assessed.
Deep-learning network for automated evaluation of root-canal filling radiographic quality.
European journal of medical research
Apr 17, 2025
BACKGROUND: Deep-learning networks are promising techniques in dentistry. This study developed and validated a deep-learning network, You Only Look Once (YOLO) v5, for the automatic evaluation of root-canal filling quality on periapical radiographs.
Evaluation of root canal filling length on periapical radiograph using artificial intelligence.
Oral radiology
Oct 27, 2024
OBJECTIVES: This work proposes a novel method to evaluate root canal filling (RCF) success using artificial intelligence (AI) and image analysis techniques.
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