Automated detection and classification of osteolytic lesions in panoramic radiographs using CNNs and vision transformers

Automated detection and classification of osteolytic lesions in panoramic radiographs using CNNs and vision transformers

Abstract Background Diseases underlying osteolytic lesions in jaws are characterized by the absorption of bone tissue and are often asymptomatic, delaying their diagnosis. Well-defined lesions (benign cyst-like lesions) and ill-defined lesions (osteomyelitis or malignancy) can be detected early in a...

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Main Authors: Niels van Nistelrooij, Iman Ghanad, Amir K. Bigdeli, Daniel G. E. Thiem, Constantin von See, Carsten Rendenbach, Ira Maistreli, Tong Xi, Stefaan Bergé, Max Heiland, Shankeeth Vinayahalingam, Robert Gaudin
Format: Article
Language:English
Published: BMC 2025-06-01
Series:BMC Oral Health
Subjects:
Deep Learning
Osteolytic Lesions
Panoramic Radiograph
Vision Transformer
Online Access:https://doi.org/10.1186/s12903-025-06209-6
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