Artificial intelligence assisted multitask framework for dental detection and root canal filling assessment on periapical radiographs
Background/purpose Accurate evaluation of root canal filling (RCF) quality is paramount for successful endodontic outcomes. However, conventional radiographic interpretation is often subject to subjective variability. This study developed an automated, multitask artificial intelligence (AI) framework using YOLO11 and a...