Automated detection and classification of osteolytic lesions in panoramic radiographs using CNNs and vision transformers
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 panoramic radiograp...
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| Hauptverfasser: | , , , , , , , , , , , |
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| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
December 2025
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| In: |
BMC oral health
Year: 2025, Jahrgang: 25, Heft: 1, Pages: 1-10 |
| ISSN: | 1472-6831 |
| DOI: | 10.1186/s12903-025-06209-6 |
| Online-Zugang: | Verlag, kostenfrei, Volltext: https://doi.org/10.1186/s12903-025-06209-6
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| Verfasserangaben: | 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 and Robert Gaudin |
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| 520 | |a 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 panoramic radiograph (PR) by an experienced examiner, but most dentists lack appropriate training. To support dentists, this study aimed to develop and evaluate deep learning models for the detection of osteolytic lesions in PRs. | ||
| 650 | 4 | |a Deep Learning | |
| 650 | 4 | |a Osteolytic Lesions | |
| 650 | 4 | |a Panoramic Radiograph | |
| 650 | 4 | |a Vision Transformer | |
| 700 | 1 | |a Ghanad, Iman |e VerfasserIn |4 aut | |
| 700 | 1 | |a Bigdeli, Amir Khosrow |d 1980- |e VerfasserIn |0 (DE-588)141636246 |0 (DE-627)630399433 |0 (DE-576)325071306 |4 aut | |
| 700 | 1 | |a Thiem, Daniel G. E. |e VerfasserIn |4 aut | |
| 700 | 1 | |a von See, Constantin |e VerfasserIn |4 aut | |
| 700 | 1 | |a Rendenbach, Carsten |e VerfasserIn |4 aut | |
| 700 | 1 | |a Maistreli, Ira |e VerfasserIn |4 aut | |
| 700 | 1 | |a Xi, Tong |e VerfasserIn |4 aut | |
| 700 | 1 | |a Bergé, Stefaan |e VerfasserIn |4 aut | |
| 700 | 1 | |a Heiland, Max |e VerfasserIn |4 aut | |
| 700 | 1 | |a Vinayahalingam, Shankeeth |e VerfasserIn |4 aut | |
| 700 | 1 | |a Gaudin, Robert |e VerfasserIn |4 aut | |
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