<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Deep Learning-Based Multiclass Instance Segmentation for Dental Lesion Detection"^^ . "Automated dental imaging interpretation is one of the most prolific areas of research using artificial intelligence. X-ray imaging systems have enabled dental clinicians to identify dental diseases. However, the manual process of dental disease assessment is tedious and error-prone when diagnosed by inexperienced dentists. Thus, researchers have employed different advanced computer vision techniques, as well as machine and deep learning models for dental disease diagnoses using X-ray imagery. In this regard, a lightweight Mask-RCNN model is proposed for periapical disease detection. The proposed model is constructed in two parts: a lightweight modified MobileNet-v2 backbone and region-based network (RPN) are proposed for periapical disease localization on a small dataset. To measure the effectiveness of the proposed model, the lightweight Mask-RCNN is evaluated on a custom annotated dataset comprising images of five different types of periapical lesions. The results reveal that the model can detect and localize periapical lesions with an overall accuracy of 94%, a mean average precision of 85%, and a mean insection over a union of 71.0%. The proposed model improves the detection, classification, and localization accuracy significantly using a smaller number of images compared to existing methods and outperforms state-of-the-art approaches"^^ . "2023" . . . "11" . "3" . . "Healthcare"^^ . . . "22279032" . . . . . . . . . . . . . . . . . . . . . . . . . . . . "Isabel de la Torre"^^ . "Díez"^^ . "Isabel de la Torre Díez"^^ . . "Julién"^^ . "Brito Ballester"^^ . "Julién Brito Ballester"^^ . . "Khawar"^^ . "Mahmood"^^ . "Khawar Mahmood"^^ . . "Imran"^^ . "Shafi"^^ . "Imran Shafi"^^ . . "Vivian"^^ . "Lipari"^^ . "Vivian Lipari"^^ . . "Imran"^^ . "Ashraf"^^ . "Imran Ashraf"^^ . . "Hammad"^^ . "Afzal"^^ . "Hammad Afzal"^^ . . "Anum"^^ . "Fatima"^^ . "Anum Fatima"^^ . . . . . . "Deep Learning-Based Multiclass Instance Segmentation for Dental Lesion Detection (Texto)"^^ . . . "healthcare-11-00347.pdf"^^ . . . "Deep Learning-Based Multiclass Instance Segmentation for Dental Lesion Detection (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #5663 \n\nDeep Learning-Based Multiclass Instance Segmentation for Dental Lesion Detection\n\n" . "text/html" . . . "Engineering"@en . "Ingeniería"@es . .