Image Classification on CIFAR-100 (Provable Robustness Evaluation)
51.84Standard AccuracyCRC-Lip
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CRC-Liplayers=202022.11 | 51.84 | 38.54 | 27.32 | 18.53 | 4.47 | 4.55 | |
| CRC-Liplayers=252022.11 | 51.59 | 39.27 | 27.94 | 19.06 | 5.82 | 7.19 | |
| CRC-Liplayers=352022.11 | 51.42 | 39.01 | 28.94 | 20.29 | 8 | 8.65 | |
| CRC-Liplayers=302022.11 | 50.97 | 38.77 | 27.73 | 19.28 | 4.58 | 5.69 | |
| CRC-Liplayers=152022.11 | 50.79 | 37.5 | 26.16 | 17.27 | 2.73 | 2.98 | |
| CRC-Liplayers=402022.11 | 50.11 | 38.69 | 28.45 | 20.05 | 8.39 | 10.16 | |
| Baselinelayers=152022.11 | 48.06 | 34.52 | 23.08 | 14.7 | — | — | |
| SOC faster gradient computationlayers=152022.11 | 47.97 | 33.84 | 22.66 | 14.26 | -0.09 | -0.68 | |
| Baselinelayers=202022.11 | 47.37 | 33.99 | 23.4 | 14.69 | — | — | |
| SOC faster gradient computationlayers=202022.11 | 46.41 | 33.07 | 22.06 | 14 | -0.96 | -0.92 | |
| Baselinelayers=302022.11 | 46.39 | 33.08 | 22.02 | 13.77 | — | — | |
| SOC faster gradient computationlayers=302022.11 | 45.86 | 32.54 | 21.18 | 12.77 | -0.53 | -0.54 | |
| Baselinelayers=252022.11 | 45.77 | 32.08 | 21.36 | 13.64 | — | — | |
| SOC faster gradient computationlayers=252022.11 | 45.28 | 31.67 | 20.69 | 13.26 | -0.49 | -0.41 | |
| Baselinelayers=352022.11 | 43.42 | 30.36 | 19.71 | 12.66 | — | — | |
| SOC faster gradient computationlayers=352022.11 | 42.78 | 29.88 | 19.73 | 12.52 | -0.64 | -0.48 | |
| SOC faster gradient computationlayers=402022.11 | 42.07 | 28.51 | 18.86 | 11.89 | 0.35 | -0.02 | |
| Baselinelayers=402022.11 | 41.72 | 28.53 | 18.37 | 11.49 | — | — |