Robustness Evaluation on SI-Score location synthetic
48.3R@1RobustViT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| RobustViTBackbone=AR-L, Annotated segmentation=true2022.06 | 48.3 | 68.5 | |
| RobustViTBackbone=AR-L, Annotated segmentation=false2022.06 | 47.4 | 67.4 | |
| RobustViTBackbone=AR-B, Annotated segmentation=false2022.06 | 44.3 | 64 | |
| OriginalBackbone=AR-L, Annotated segmentation=false2022.06 | 43.8 | 64.2 | |
| RobustViTBackbone=AR-B, Annotated segmentation=true2022.06 | 43.2 | 62.8 | |
| RRRBackbone=AR-B, Annotated segmentation=true2022.06 | 42.4 | 62.7 | |
| GradMaskBackbone=AR-B, Annotated segmentation=true2022.06 | 41.5 | 61.8 | |
| OriginalBackbone=AR-B, Annotated segmentation=false2022.06 | 40.5 | 60.8 | |
| RobustViTBackbone=ViT-B, Annotated segmentation=true2022.06 | 38.6 | 57.8 | |
| RobustViTBackbone=ViT-B, Annotated segmentation=false2022.06 | 38.4 | 57 | |
| RobustViTBackbone=DeiT-B, Annotated segmentation=false2022.06 | 37.8 | 58.1 | |
| RobustViTBackbone=AR-S, Annotated segmentation=true2022.06 | 36.8 | 56.6 | |
| RobustViTBackbone=ViT-L, Annotated segmentation=false2022.06 | 36.7 | 56.3 | |
| RobustViTBackbone=DeiT-B, Annotated segmentation=true2022.06 | 36.6 | 57 | |
| RobustViTBackbone=ViT-L, Annotated segmentation=true2022.06 | 36.3 | 56.2 | |
| RobustViTBackbone=AR-S, Annotated segmentation=false2022.06 | 36.3 | 55.6 | |
| RRRBackbone=ViT-B, Annotated segmentation=true2022.06 | 35.6 | 55 | |
| GradMaskBackbone=ViT-B, Annotated segmentation=true2022.06 | 34.6 | 53.9 | |
| OriginalBackbone=DeiT-B, Annotated segmentation=false2022.06 | 34.5 | 54.6 | |
| RRRBackbone=DeiT-B, Annotated segmentation=true2022.06 | 34.4 | 55.2 | |
| GradMaskBackbone=AR-S, Annotated segmentation=true2022.06 | 34.3 | 53.9 | |
| GradMaskBackbone=DeiT-B, Annotated segmentation=true2022.06 | 34.1 | 54.9 | |
| OriginalBackbone=ViT-B, Annotated segmentation=false2022.06 | 33.3 | 52.2 | |
| RRRBackbone=AR-S, Annotated segmentation=true2022.06 | 32.9 | 52.3 | |
| RobustViTBackbone=DeiT-S, Annotated segmentation=false2022.06 | 32.5 | 51.4 | |
| OriginalBackbone=AR-S, Annotated segmentation=false2022.06 | 32.4 | 51.7 | |
| RobustViTBackbone=DeiT-S, Annotated segmentation=true2022.06 | 32.3 | 51.5 | |
| GradMaskBackbone=DeiT-S, Annotated segmentation=true2022.06 | 32 | 50.7 | |
| RRRBackbone=DeiT-S, Annotated segmentation=true2022.06 | 32 | 51 | |
| OriginalBackbone=ViT-L, Annotated segmentation=false2022.06 | 31.6 | 50.3 | |
| OriginalBackbone=DeiT-S, Annotated segmentation=false2022.06 | 30.7 | 50.4 |