TY - GEN AU - Stile, Vittorio AU - Caldelli, Roberto AU - Balderas Díaz, Sara AU - Guerrero Contreras, Gabriel José AU - Medina Bulo, María Inmaculada A4 - Ingeniería Informática PY - 2026 SN - 2813-3315 UR - http://hdl.handle.net/10498/39974 AB - This study investigates the correlation between misclassifications in DeepFake detection and high-level facial attributes. A pre-trained frame-level classifier is used to distinguish manipulated from authentic video content, and its wrong predictions... LA - eng PB - Frontiers Media SA KW - DeepFake detection KW - FaceForensics++ KW - facial attribute analysis KW - misclassification analysis KW - semi-supervised labeling TI - Facial attribute-aware DeepFake detection through semi-supervised facial attribute labeling DO - 10.3389/fimag.2026.1846377 ER -