Puppeteering attack detection on NVFAIR NVIDIA VC
0.9843DFaceShop AUCOurs
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Ours2025.10 | 0.984 | 0.989 | 0.962 | 0.97 | 0.982 | 0.977 | |
| Vahdati et al.2025.10 | 0.954 | 0.951 | 0.944 | 0.918 | 0.959 | 0.945 | |
| PC-LMCLDomain=In-domain2025.10 | 0.948 | 0.95 | 0.936 | 0.951 | 0.939 | 0.945 | |
| Vahdati et al.Domain=In-domain2025.10 | 0.92 | 0.942 | 0.927 | 0.904 | 0.929 | 0.924 | |
| SupCon2025.10 | 0.679 | 0.651 | 0.676 | 0.681 | 0.674 | 0.672 | |
| CLR NETDomain=In-domain2025.10 | 0.643 | 0.649 | 0.57 | 0.594 | 0.644 | 0.64 | |
| SupConDomain=In-domain2025.10 | 0.637 | 0.592 | 0.599 | 0.652 | 0.664 | 0.629 | |
| CCE ViT2025.10 | 0.632 | 0.628 | 0.624 | 0.627 | 0.639 | 0.63 | |
| TALLDomain=In-domain2025.10 | 0.626 | 0.548 | 0.562 | 0.603 | 0.561 | 0.58 | |
| CLR Net2025.10 | 0.62 | 0.629 | 0.634 | 0.635 | 0.639 | 0.631 | |
| CNN EnsembleDomain=In-domain2025.10 | 0.614 | 0.606 | 0.582 | 0.6 | 0.552 | 0.591 | |
| Efficient ViTDomain=In-domain2025.10 | 0.592 | 0.608 | 0.631 | 0.628 | 0.599 | 0.612 | |
| Efficient ViT2025.10 | 0.575 | 0.573 | 0.56 | 0.569 | 0.578 | 0.571 | |
| CCE ViTDomain=In-domain2025.10 | 0.573 | 0.577 | 0.592 | 0.629 | 0.638 | 0.602 | |
| LAANetDomain=In-domain2025.10 | 0.56 | 0.528 | 0.595 | 0.535 | 0.582 | 0.56 | |
| CNN Ensemble2025.10 | 0.54 | 0.516 | 0.535 | 0.518 | 0.527 | 0.527 | |
| LAANet2025.10 | 0.538 | 0.539 | 0.518 | 0.5 | 0.513 | 0.522 | |
| TALL2025.10 | 0.535 | 0.531 | 0.56 | 0.546 | 0.532 | 0.541 |