notesum.ai
Published at December 10BENet: A Cross-domain Robust Network for Detecting Face Forgeries via Bias Expansion and Latent-space Attention
cs.CV
cs.AI
Released Date: December 10, 2024
Authors: Weihua Liu1, Jianhua Qiu1, Said Boumaraf1, Chaochao lin1, Pan liyuan1, Lin Li1, Mohammed Bennamoun1, Naoufel Werghi1
Aff.: 1University

| Methods | FF++ (LQ) | Celeb-DF | DFFD | DFDC | ||||
|---|---|---|---|---|---|---|---|---|
| Acc(%) | AUC(%) | Acc(%) | AUC(%) | Acc(%) | AUC(%) | Acc(%) | AUC(%) | |
| Multi-task [17] | 81.30‡ | 75.59‡ | – | – | – | – | – | – |
| Xception [9] | 86.86‡ | 89.30‡ | 97.90‡ | 99.73‡ | – | – | – | – |
| F3-Net [11] | 93.02† | 95.80† | 95.97 | 98.70 | 95.84 | 97.51 | 76.12 | 88.47 |
| MultiAtt [33] | 88.69† | 90.40† | 97.92 | 99.94 | 97.26 | 99.12 | 76.88 | 90.14 |
| PEL [49] | 90.52† | 94.28† | 98.52 | 99.63 | 97.58 | 99.86 | 80.37 | 91.06 |
| RECCE [14] | 91.03† | 95.02† | 98.59† | 99.94† | 97.63 | 99.86 | 81.20† | 91.33† |
| BENet (ours) | 96.83 | 98.72 | 99.23 | 99.98 | 98.96 | 99.93 | 90.43 | 96.38 |