Face Anonymization on CelebA-HQ (test)
24.8ReID ScoreLDFA
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LDFAEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 24.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDFAEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 15.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP1Evaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGANEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 11.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP2Evaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 7.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 6.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 5.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDFAEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 4.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP1Evaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 4.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDFAEvaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 4.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 74.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP2Evaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 3.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGANEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 3.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 2.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RiddleEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 2.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDFAEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 2.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGANEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 1.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 1.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOEvaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 1.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP1Evaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 1.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RiddleEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 1.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep Identity DistractionEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP1Evaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 70.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP2Evaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 0.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RiddleEvaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 0.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGANEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 0.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGANEvaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 0.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP2Evaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 0.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep Identity DistractionEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 0.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP1Evaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 0.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP2Evaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 0.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep Identity DistractionEvaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 0.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIFDEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIFDEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIFDEvaluation Backbone=FaceNet, Verification Threshold=l2 < 0.92024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIFDEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.02024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIFDEvaluation Backbone=FaceNet, Verification Threshold=l2 < 1.12024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RiddleEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RiddleEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep Identity DistractionEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.302024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Deep Identity DistractionEvaluation Backbone=ArcFace, Verification Threshold=cos > 0.352024.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGAN2023.03 | — | 37.94 | 95.1 | 99.82 | 2.19 | 0.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGAN2024.03 | — | 32.611 | — | — | — | — | 0.992 | 0.937 | 20.387 | 15.476 | 8.042 | 8.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGAN2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 67.1 | 0.919 | 1.085 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CIAGAN2024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.7 | 46.7 | 80.9 | 81.3 | 74.7 | 0.558 | 35.8 | — | — | — | — | — | — | — | — | — | — | |
| Deep Identity Distraction2024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.2 | 51.5 | 85.1 | 83.3 | 80.1 | 0.12 | 79.9 | — | — | — | — | — | — | — | — | — | — | |
| DeepPrivacy2023.03 | — | 32.99 | 92.82 | 99.85 | 3.61 | 1.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepPrivacy2024.03 | — | 23.713 | — | — | — | — | 1 | 0.98 | 4.654 | 2.685 | 2.896 | 3.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeepPrivacy2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 78.3 | 1.091 | 1.187 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DP12024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 54.8 | 52 | 84.7 | 84.4 | 66.8 | 0.192 | 78.5 | — | — | — | — | — | — | — | — | — | — | |
| DP22024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.1 | 52.6 | 84.3 | 85.3 | 78.9 | 0.127 | 77.9 | — | — | — | — | — | — | — | — | — | — | |
| DP22025.12 | — | 17.544 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.931 | — | — | — | — | — | — | — | 3.889 | 0.901 | 26.3 | 16.3 | 0.599 | — | — | — | — | |
| DP2Attribute Control=w/2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.433 | 98.124 | — | — | — | — | 3.89 | — | — | — | — | — | — | — | — | — | |
| DP2Attribute Control=w/o2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.951 | 87.523 | — | — | — | — | 4.822 | — | — | — | — | — | — | — | — | — | |
| DP22025.03 | — | 16.935 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.835 | — | — | — | 0.722 | 9.912 | 0.262 | 0.161 | |
| FALCOmode=ID2023.03 | — | 44.12 | 98.58 | 97.99 | 3.28 | 0.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOmode=ID+attributes2023.03 | — | 44.11 | 100 | 100 | 3.06 | 2.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCOmode=standard2023.03 | — | 29.93 | 100 | 100 | 2.8 | 1.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FALCO2024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.6 | 51.8 | 84.8 | 86.3 | 77.6 | 0.307 | 47.5 | — | — | — | — | — | — | — | — | — | — | |
| FALCO2025.12 | — | 39.501 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.206 | — | — | — | — | — | — | — | 1.889 | 0.179 | 26.3 | 8.8 | 0.875 | — | — | — | — | |
| FALCO2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.014 | 89.138 | — | — | — | — | 5.016 | — | — | — | — | — | — | — | — | — | |
| FALCO2025.03 | — | 39.168 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.104 | — | — | — | 0.1 | 10.208 | 0.277 | 0.088 | |
| FAMS2025.12 | — | 17.253 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.012 | — | — | — | — | — | — | — | 7.467 | 3.309 | 16.5 | 5.4 | 0.815 | — | — | — | — | |
| FAMS2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 32.749 | 29.802 | — | — | — | — | 6.293 | — | — | — | — | — | — | — | — | — | |
| FAMS2025.03 | — | 17.128 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.131 | — | — | — | 0.866 | 10.001 | 0.164 | 0.053 | |
| FIT2024.03 | — | 30.331 | — | — | — | — | 1 | 0.984 | 7.879 | 4.218 | 3.28 | 4.047 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FIT2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 81.2 | 1.207 | 1.224 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IDeudemon2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 81.9 | 1.228 | 1.233 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LDFA2024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 76.1 | 48.8 | 77.9 | 78.8 | 74.2 | 0.124 | 73.3 | — | — | — | — | — | — | — | — | — | — | |
| LDFA2025.12 | — | 8.303 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 8.653 | — | — | — | — | — | — | — | 19.578 | 11.495 | 26.5 | 9.3 | 0.785 | — | — | — | — | |
| LDFA2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.572 | 88.713 | — | — | — | — | 4.426 | — | — | — | — | — | — | — | — | — | |
| LDFA2025.03 | — | 8.058 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.284 | — | — | — | 4.275 | 8.647 | 0.26 | 0.092 | |
| NullFace2025.12 | — | 8.426 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.025 | — | — | — | — | — | — | — | 0.489 | 0.157 | 16.5 | 5.5 | 0.758 | — | — | — | — | |
| NullFace2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.784 | 87.113 | — | — | — | — | 5.461 | — | — | — | — | — | — | — | — | — | |
| NullFaceTskip=70, lambda_id=1.02025.03 | — | 8.223 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.208 | — | — | — | 0.289 | 10.034 | 0.165 | 0.053 | |
| Oursmode=learned lens2024.03 | — | 29.218 | — | — | — | — | 1 | 0.991 | 5.314 | 4.821 | 2.298 | 2.716 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursCamera=Learned lens2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 73.4 | 1.071 | 1.251 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours-LRmode=low-resolution camera2024.03 | — | 34.161 | — | — | — | — | 1 | 0.994 | 5.358 | 4.694 | 2.392 | 2.749 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours-LRCamera=Low-resolution (fixed optics parameters)2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 79.5 | 1.123 | 1.294 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PIFD2024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.3 | 48.5 | 84.4 | 82.9 | 63.7 | 0.124 | 77.1 | — | — | — | — | — | — | — | — | — | — | |
| Randomly generated2023.03 | — | 18.09 | 100 | 99.99 | 3.61 | 1.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Reverse PersonalizationBackbone=SDXL [65], IP-Adapter scale=1.0, CFG scale=-10.02025.12 | — | 4.809 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.119 | — | — | — | — | — | — | — | 2.622 | 0.783 | 15.2 | 5 | 0.856 | — | — | — | — | |
| Reverse PersonalizationAttribute Control=w/2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 87.016 | 99.485 | — | — | — | — | 3.744 | — | — | — | — | — | — | — | — | — | |
| Reverse PersonalizationAttribute Control=w/o2025.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.882 | 92.663 | — | — | — | — | 4.931 | — | — | — | — | — | — | — | — | — | |
| Riddle2024.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 77.9 | 41.8 | 81 | 84.4 | 68.9 | 0.3 | 53 | — | — | — | — | — | — | — | — | — | — | |
| RiDDLE2024.03 | — | 15.389 | — | — | — | — | 1 | 0.991 | 3.824 | 1.7 | 1.674 | 1.512 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RiDDLE2024.03 | — | — | — | — | — | — | — | — | — | — | — | — | 77.6 | 1.033 | 1.129 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |