Grad-CAM visualization of a panoramic radiograph classified into dental age group 11-12.

Grad-CAM visualization of a panoramic radiograph classified into dental age group 11-12.

<p>The heatmap highlights regions of high model attention, particularly around the developing second molars, premolars, and canines indicating the anatomical features that most influenced the model’s classification decision.</p>

محفوظ في:

التفاصيل البيبلوغرافية
المؤلف الرئيسي:	Mehdi Salehizeinabadi (22530174) (author)
مؤلفون آخرون:	Nazila Ameli (12193214) (author), Kasra Kouchehbaghi (22530177) (author), Sara Arastoo (3221514) (author), Saghar Neghab (22530180) (author), Ida M. Kornerup (22530183) (author), Camila Pacheco-Pereira (8552820) (author)
منشور في:	2025
الموضوعات:	Medicine Biotechnology Sociology Space Science Biological Sciences not elsewhere classified Information Systems not elsewhere classified unlike skeletal maturity data augmentation applied aapd reference chart 550 panoramic radiographs 54 million parameters 30 epochs using adjacent age groups key diagnostic tool enhance clinical utility 20 %) sets pediatric age prediction model achieved 92 dental age prediction interpretable da classification evaluated using top biological age pediatric dentistry dental development clinical integration adjunct tool 80 %) model interpretability cls model ultralytics engine strong candidate space maintenance root development reliable marker poor quality orthodontic planning objective approaches misclassifications occurring less affected independent set guides decisions growth assessment growing interest findings support environmental factors birth records adamw optimizer 86 layers 14 years
الوسوم:	إضافة وسم لا توجد وسوم, كن أول من يضع وسما على هذه التسجيلة!