Image Classification on CIFAR-10 (test) (Accuracy under 0-40% Noise Corruption)
96.52Accuracy (0% Noise)CCE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CCEArch=RN-50, Initializer=INet322021.04 | 96.52 | 92.93 | 91.78 | 90.22 | |
| LqArch=RN-50, Initializer=INet322021.04 | 96.52 | 93.77 | 93.23 | 90.24 | |
| MWNetArch=RN-50, Initializer=INet322021.04 | 96.52 | 96.85 | 95.9 | 94.99 | |
| MWNetArch=WRN-28-10, Initializer=No2021.04 | 95.6 | 93.14 | 91.45 | 89.71 | |
| CCEArch=RN-50, Initializer=SimCLR2021.04 | 94.59 | 93.3 | 92.13 | 88.38 | |
| LqArch=RN-50, Initializer=SimCLR2021.04 | 94.59 | 93.54 | 92.69 | 90.27 | |
| MWNetArch=RN-50, Initializer=SimCLR2021.04 | 94.59 | 93.67 | 93.18 | 92.59 | |
| CCEArch=RN-34, Initializer=No2021.04 | 93.34 | 88.59 | 86.14 | 80.11 | |
| F-correctionArch=RN-34, Initializer=No2021.04 | 93.34 | 90.35 | 89.25 | 88.12 | |
| LqArch=RN-34, Initializer=No2021.04 | 93.34 | 89.33 | 85.45 | 76.74 | |
| ELRArch=RN-34, Initializer=No2021.04 | 93.34 | 93.28 | 92.7 | 90.35 |