Certified Robustness for Regression on MNIST rotation
95Absolute Accuracy(E, C, G) + M
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| (E, C, G) + MRadius Threshold R (pixels)=0.052026.07 | 95 | 98 | 4.36 | |
| (E, C, G) + MRadius Threshold R (pixels)=0.102026.07 | 95 | 100 | 4.39 | |
| (E, C, G) + MRadius Threshold R (pixels)=0.152026.07 | 95 | 100 | 3.9 | |
| (E, C) + MRadius Threshold R (pixels)=0.052026.07 | 81 | 99 | 3.49 | |
| α-smoothing (P = 0.9)Radius Threshold R (pixels)=0.052026.07 | 80 | 100 | 3.56 | |
| α-smoothing (P = 0.9)Radius Threshold R (pixels)=0.102026.07 | 65 | 100 | 3.86 | |
| (E, C) + MRadius Threshold R (pixels)=0.102026.07 | 57 | 98 | 3.58 | |
| (E, C, G) + MRadius Threshold R (pixels)=0.202026.07 | 54 | 100 | 4.09 | |
| α-smoothing (P = 0.9)Radius Threshold R (pixels)=0.152026.07 | 39 | 100 | 4.65 | |
| α-smoothing (P = 0.9)Radius Threshold R (pixels)=0.202026.07 | 7 | 100 | 5.33 | |
| (E, C, G) + MRadius Threshold R (pixels)=0.252026.07 | 5 | 100 | 1.94 | |
| (E, C) + MRadius Threshold R (pixels)=0.152026.07 | 2 | 100 | 5.8 | |
| (E, C) + MRadius Threshold R (pixels)=0.202026.07 | 1 | 100 | 7.36 | |
| (E, C) + MRadius Threshold R (pixels)=0.252026.07 | 1 | 100 | 7.36 | |
| α-smoothing (P = 0.9)Radius Threshold R (pixels)=0.252026.07 | 0 | 100 | 5.65 |