Improving Presentation Attack Detection Classification Accuracy: Novel Approaches Incorporating Facial Expressions, Backdrops, and Data Augmentation

In the evolving landscape of biometric authentication, the integrity of face recognition systems against sophisticated presentation attacks (PAD) is paramount. This study set out to elevate the detection capabilities of PAD systems by ingeniously integrating a teacher–student learning framework with...

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Ngā kaituhi matua:	Tayyaba Riaz, Adeel Anjum, Madiha Haider Syed, Semeen Rehman
Hōputu:	Artigo
Reo:	Inglês
I whakaputaina:	MDPI AG 2025-03-01
Rangatū:	Sensors
Ngā marau:	sparse learning data augmentation one-class domain adaptation adversarial training knowledge distillation decision-making accuracy
Urunga tuihono:	https://www.mdpi.com/1424-8220/25/7/2166
Ngā Tūtohu:	Tāpirihia he Tūtohu Kāore He Tūtohu, Me noho koe te mea tuatahi ki te tūtohu i tēnei pūkete!