Annotation-free deep learning approach for detection of periapical bone rarefactions on panoramic radiographs: a feasibility study
AUTHORS
José Evando da Silva-Filho · Caio Marques Silva · Giovanna Tacchi · Igor Rodrigues-Fontenele · Mateus Bôtto-Marques · André Wescley Oliveira de Aguiar · Pedro Pedrosa Rebouças Filho · Danielle Frota de Albuquerque · Eduardo Diogo Gurgel-Filho
Oral Surgery, Oral Medicine, Oral Pathology and Oral Radiology. Published online May 12, 2026. DOI: 10.1016/j.oooo.2026.05.007.
An original diagnostic imaging study from the CLAIRE development group, in which the framework was applied to research reporting. The study examined annotation-free deep learning for identifying periapical bone rarefactions on panoramic radiographs.
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