Image Classification on ImageNet 10-class subset (test)
94.2Certified Accuracy (eps=0.00)Feature-space Smoothing (FS)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Feature-space Smoothing (FS)Smoothing=FS, sigma=0.252026.01 | 94.2 | 92.4 | 90 | 88 | 85.8 | 72 | — | — | |
| Randomized Smoothing (RS)Smoothing=RS, sigma=0.252026.01 | 93.4 | 88 | 86.2 | 81 | 75.4 | 66.5 | — | — | |
| Randomized Smoothing (RS)Smoothing=RS, sigma=0.502026.01 | 91.2 | 86 | 84.4 | 81.4 | 77 | 71.6 | 67 | 49.2 | |
| Feature-space Smoothing (FS)Smoothing=FS, sigma=0.502026.01 | 91 | 85.2 | 84 | 83.6 | 83 | 77.6 | 69.2 | 54 |