Robustness Evaluation on SI-Score rotation synthetic
58R@1RobustViT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RobustViTBackbone=AR-L, Annotated segmentation=false2022.06 | 58 | 78.1 | |
| RobustViTBackbone=AR-L, Annotated segmentation=true2022.06 | 57 | 77.2 | |
| RobustViTBackbone=AR-B, Annotated segmentation=false2022.06 | 54.6 | 74.7 | |
| RobustViTBackbone=AR-B, Annotated segmentation=true2022.06 | 54 | 74.6 | |
| OriginalBackbone=AR-L, Annotated segmentation=false2022.06 | 52.4 | 72.5 | |
| RRRBackbone=AR-B, Annotated segmentation=true2022.06 | 50.4 | 70.7 | |
| GradMaskBackbone=AR-B, Annotated segmentation=true2022.06 | 49.3 | 69.5 | |
| OriginalBackbone=AR-B, Annotated segmentation=false2022.06 | 48.1 | 68.3 | |
| RobustViTBackbone=AR-S, Annotated segmentation=true2022.06 | 47.6 | 67.8 | |
| RobustViTBackbone=AR-S, Annotated segmentation=false2022.06 | 46.6 | 66.7 | |
| RobustViTBackbone=ViT-B, Annotated segmentation=true2022.06 | 46.2 | 67 | |
| RobustViTBackbone=ViT-L, Annotated segmentation=true2022.06 | 45.3 | 66.2 | |
| RobustViTBackbone=ViT-L, Annotated segmentation=false2022.06 | 45.3 | 66.6 | |
| RobustViTBackbone=ViT-B, Annotated segmentation=false2022.06 | 44.8 | 65.2 | |
| RobustViTBackbone=DeiT-B, Annotated segmentation=false2022.06 | 44.2 | 62.7 | |
| GradMaskBackbone=AR-S, Annotated segmentation=true2022.06 | 43.3 | 63 | |
| RobustViTBackbone=DeiT-B, Annotated segmentation=true2022.06 | 42.9 | 61.5 | |
| RRRBackbone=ViT-B, Annotated segmentation=true2022.06 | 41.9 | 61.8 | |
| RRRBackbone=AR-S, Annotated segmentation=true2022.06 | 41.4 | 60.6 | |
| RobustViTBackbone=DeiT-S, Annotated segmentation=false2022.06 | 41 | 59.6 | |
| GradMaskBackbone=ViT-B, Annotated segmentation=true2022.06 | 40.7 | 60.3 | |
| OriginalBackbone=ViT-L, Annotated segmentation=false2022.06 | 40.7 | 60.1 | |
| OriginalBackbone=AR-S, Annotated segmentation=false2022.06 | 40.6 | 59.6 | |
| RobustViTBackbone=DeiT-S, Annotated segmentation=true2022.06 | 40.6 | 59.4 | |
| RRRBackbone=DeiT-B, Annotated segmentation=true2022.06 | 40.4 | 58.5 | |
| OriginalBackbone=DeiT-B, Annotated segmentation=false2022.06 | 39.3 | 56.3 | |
| OriginalBackbone=ViT-B, Annotated segmentation=false2022.06 | 39.1 | 58.3 | |
| GradMaskBackbone=DeiT-B, Annotated segmentation=true2022.06 | 39.1 | 58.3 | |
| GradMaskBackbone=DeiT-S, Annotated segmentation=true2022.06 | 38.9 | 56.7 | |
| RRRBackbone=DeiT-S, Annotated segmentation=true2022.06 | 38.5 | 56.3 | |
| OriginalBackbone=DeiT-S, Annotated segmentation=false2022.06 | 36.7 | 54.3 |