Artificial Intelligence #deepfake detection#teacher-student
Teacher-Student Domain Adaptation Boosts Ensemble Audio-Visual Deepfake Detection by Up to 18%
Researchers propose EAV-DFD, an ensemble audio-visual deepfake detection model with a teacher-student domain adaptation mechanism. Tested on FakeAVCeleb as primary domain and three unseen datasets (DFDC, Deepfake_TIMIT, PolyGlotFake), it improved AUC by 4.09%, 17.94%, and 0.5%, respectively, using only a small portion of target domain data.
Jun 16, 2026 1 source
