| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Untargeted identity retrieval attack | VGGFace2 a dslr portrait of sks person prompt | R1-U93.98 | 25 | |
| Personalized Image Generation | VGGFace2 512x512 (test) | FSR81 | 14 | |
| Identity Removal | VGGFace2 (test) | FDFR0 | 14 | |
| Image Classification | Vggface2 (Df) | Accuracy0.9857 | 14 | |
| Image Classification | Vggface2 | Accuracy100 | 14 | |
| Object Recognition | VGGFace2 (test) | Original For.100 | 12 | |
| Face Identity Unlearning | VGGFace2 | Original Forgetting63 | 12 | |
| Image Purification | VGGFace2 AdvDM (test) | IMS0.29 | 12 | |
| Image Purification | VGGFace2 MetaCloak (test) | IMS0.38 | 12 | |
| Image Purification | VGGFace2 EASPL (test) | IMS0.09 | 12 | |
| Image Purification | VGGFace2 FSMG (test) | IMS0.23 | 12 | |
| Face Recognition | VGGFace2 (train) | Accuracy (Trained RM)100 | 12 | |
| Anti-personalization | VGGFace2 Prompt Mismatching (test) | FDFR18.6 | 9 | |
| Anti-personalization | VGGFace2 Prompt Matching (test) | FDFR0.771 | 9 | |
| Continual Unlearning | VGGFace2 Phase 3 | Accuracy (D_tr)96.67 | 8 | |
| Continual Unlearning | VGGFace2 Phase 2 | Accuracy ($D_{tr}$)96.81 | 8 | |
| Continual Unlearning | VGGFace2 Phase 1 | Accuracy (D_tr)96.66 | 8 | |
| Face Retrieval | VGGFace2 | mAP89.1 | 8 | |
| Adversarial Poisoning Protection | VGGFace2 (test) | SDS0.967 | 8 | |
| Face Image Super-resolution | VggFace2 | PSNR (dB)25.57 | 8 | |
| Face Completion | VGGFace2 (test) | PSNR27.81 | 8 | |
| Image Quality Assessment | VGGFace2 HQ | LPIPS0.1688 | 7 | |
| Face Anonymization | Vggface2 top | Attribute Accuracy75.6 | 6 | |
| Image Generation | VGGFace2 | FID19.05 | 6 | |
| Identity Erasure | VGGFace2 | Sim-ID0.652 | 5 |