Object Detection on HumanART
51.6APFeature Projection DP-SGD plus projection
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.42025.04 | 51.6 | 80.4 | 55 | 33.5 | 53.8 | 56.2 | 82.7 | 60.3 | 42.2 | 58.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.82025.04 | 51.6 | 80.2 | 54.7 | 33.6 | 53.7 | 56.2 | 82.5 | 60.2 | 42.3 | 58.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.62025.04 | 50.9 | 80.2 | 53.6 | 32.5 | 53.2 | 55.9 | 82.7 | 59.9 | 42.1 | 57.8 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.22025.04 | 50.6 | 80.2 | 53.4 | 31.3 | 52.8 | 55.3 | 82.4 | 59.1 | 41.3 | 57.2 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.82025.04 | 46 | 76.7 | 47.5 | 29.3 | 48.1 | 51.4 | 79.7 | 54.5 | 38 | 53.2 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.22025.04 | 45.3 | 76.9 | 46.4 | 29.5 | 47.3 | 50.4 | 79.7 | 53 | 38 | 52.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.42025.04 | 45.1 | 76.6 | 46.5 | 28 | 47.2 | 50.5 | 79.1 | 53.5 | 36.8 | 52.3 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.01, Privacy Parameter(ϵ)=0.62025.04 | 43.8 | 75.2 | 44.5 | 28.5 | 45.6 | 49.6 | 78 | 52.2 | 38.3 | 51.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.82025.04 | 43 | 77 | 42.9 | 25.7 | 45.1 | 48.4 | 79.9 | 50.3 | 35.7 | 50.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.62025.04 | 42.2 | 75.7 | 42.2 | 25.2 | 44.3 | 47.5 | 78.6 | 49.3 | 34.4 | 49.2 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.42025.04 | 41.1 | 76.8 | 40.2 | 24.6 | 43.3 | 46.8 | 79.5 | 48.2 | 34.4 | 48.4 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.22025.04 | 40.4 | 75.5 | 38.9 | 24.4 | 42.3 | 45.4 | 78 | 46 | 33 | 47.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=1.0, Privacy Parameter(ϵ)=0.82025.04 | 35.4 | 72.1 | 30.7 | 20.2 | 37.2 | 40.7 | 75.1 | 38.6 | 29.9 | 42.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=1.0, Privacy Parameter(ϵ)=0.62025.04 | 33.9 | 70.6 | 28.7 | 18.3 | 35.8 | 40.1 | 74.4 | 38.5 | 28.8 | 41.6 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.82025.04 | 33 | 68 | 27.9 | 21.5 | 34.4 | 38.6 | 72 | 36.5 | 30 | 39.8 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=1.0, Privacy Parameter(ϵ)=0.42025.04 | 32.4 | 70.5 | 25.4 | 19 | 34.2 | 39 | 74.7 | 36.6 | 29.9 | 40.3 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.62025.04 | 29.1 | 62.4 | 24 | 17.7 | 30.8 | 34.9 | 67.8 | 32 | 26.2 | 36.1 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning, Clipping threshold (C)=1.0, Privacy Parameter(ϵ)=0.22025.04 | 26.8 | 62.1 | 19 | 13.5 | 28.4 | 32.9 | 67 | 28.6 | 23.2 | 34.2 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.42025.04 | 22 | 53.7 | 14.5 | 12 | 23.3 | 27.7 | 60.3 | 22.1 | 20.6 | 28.7 | |
| Feature Projection DP-SGD plus projectionEvaluation Protocol=Finetuning from scratch, Clipping threshold (C)=0.1, Privacy Parameter(ϵ)=0.22025.04 | 6.8 | 24.4 | 2.3 | 2.8 | 7.4 | 11.6 | 35.9 | 5.2 | 8.8 | 12 |