Nesma Mahmoud

Facial dynamics: enhancing deepfake detection via spatio-temporal motion analysis

This work proposes a spatial-temporal model with two key components: one targeting artifacts within individual frames and the other analyzing inconsistencies across consecutive frames, both leveraging a bidirectional long short-term memory (Bi-LSTM) mechanism.