Gait De-identification on CASIA-B
89.6Rank-1 AccuracyContour-based PGD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Contour-based PGDBackbone=DeepGaitV2, Protection Status=Before2026.05 | 89.6 | — | — | — | — | — | — | |
| Contour-based PGDBackbone=Mean, Protection Status=Before2026.05 | 87.2 | — | — | — | — | — | — | |
| Contour-based PGDBackbone=GaitBase, Protection Status=Before2026.05 | 86.1 | — | — | — | — | — | — | |
| Contour-based PGDBackbone=SwinGait, Protection Status=Before2026.05 | 85.9 | — | — | — | — | — | — | |
| GaitProtector (VAE only)Backbone=GaitBase, Protection Status=After2026.05 | 47.5 | 20.8 | — | — | — | — | — | |
| GaitProtectorBackbone=GaitBase, Protection Status=After2026.05 | 31.7 | 32.5 | — | — | — | — | — | |
| GaitProtector (VAE only)Backbone=Mean, Protection Status=After2026.05 | 31.4 | 22.5 | — | — | — | — | — | |
| GaitProtector (VAE only)Evaluation Backbone=Mean over three evaluation backbones2026.05 | 31.4 | 22.5 | 417.97 | 82.69 | 19 | 73.3 | 0.131 | |
| GaitProtector (VAE only)Backbone=DeepGaitV2, Protection Status=After2026.05 | 25 | 23.3 | — | — | — | — | — | |
| GaitProtector (VAE only)Backbone=SwinGait, Protection Status=After2026.05 | 21.7 | 23.3 | — | — | — | — | — | |
| GaitProtector (Obfuscation only)Backbone=GaitBase, Protection Status=After2026.05 | 20.8 | 0 | — | — | — | — | — | |
| GaitProtectorBackbone=Mean, Protection Status=After, Adversarial Re-binarization=with2026.05 | 20 | 47.5 | — | — | — | — | — | |
| GaitProtector (Full)Evaluation Backbone=Mean over three evaluation backbones2026.05 | 20 | 47.5 | 128.66 | 34.93 | 19.46 | 80.5 | 0.088 | |
| GaitProtectorBackbone=Mean, Protection Status=After, Adversarial Re-binarization=without2026.05 | 17.8 | 52.5 | — | — | — | — | — | |
| GaitProtectorBackbone=DeepGaitV2, Protection Status=After2026.05 | 15 | 56.7 | — | — | — | — | — | |
| GaitProtectorBackbone=SwinGait, Protection Status=After2026.05 | 13.3 | 53.3 | — | — | — | — | — | |
| Contour-based PGDBackbone=GaitBase, Protection Status=After2026.05 | 10 | 29.2 | — | — | — | — | — | |
| GaitProtector (Obfuscation only)Backbone=Mean, Protection Status=After2026.05 | 7.8 | 0 | — | — | — | — | — | |
| GaitProtector (Obfuscation only)Evaluation Backbone=Mean over three evaluation backbones2026.05 | 7.8 | 0 | 353.89 | 63.77 | 17.13 | 73.5 | 0.134 | |
| Contour-based PGDBackbone=Mean, Protection Status=After2026.05 | 5 | 30.3 | — | — | — | — | — | |
| Contour-based PGDEvaluation Backbone=Mean over three evaluation backbones2026.05 | 5 | 30.3 | 144.57 | 42.68 | 14.86 | 81 | 0.137 | |
| Contour-based PGDBackbone=DeepGaitV2, Protection Status=After2026.05 | 3.3 | 31.7 | — | — | — | — | — | |
| Contour-based PGDBackbone=SwinGait, Protection Status=After2026.05 | 1.7 | 30 | — | — | — | — | — | |
| GaitProtector (Obfuscation only)Backbone=DeepGaitV2, Protection Status=After2026.05 | 1.7 | 0 | — | — | — | — | — | |
| GaitProtector (Obfuscation only)Backbone=SwinGait, Protection Status=After2026.05 | 0.8 | 0 | — | — | — | — | — |