Online Class-Incremental Learning on CIFAR10 Blurry10 Online
78.04Accuracy (Stage 5)RM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RMMemory Size (K)=1000, Data Augmentation=CutMix+AutoAug2021.03 | 78.04 | 1.29 | 11.64 | |
| RMMemory Size (K)=500, Data Augmentation=CutMix+AutoAug2021.03 | 71.13 | -0.85 | 18.29 | |
| RM w/o DAMemory Size (K)=1000, Data Augmentation=None2021.03 | 70.93 | -1.43 | 22.07 | |
| EWCMemory Size (K)=1000, Data Augmentation=None2021.03 | 68.67 | 12.63 | 25.97 | |
| RwalkMemory Size (K)=1000, Data Augmentation=None2021.03 | 68.2 | 11.48 | 25.17 | |
| GDumbMemory Size (K)=1000, Data Augmentation=None2021.03 | 64.26 | 0.37 | 31.81 | |
| RM w/o DAMemory Size (K)=500, Data Augmentation=None2021.03 | 60.87 | 0.95 | 35.74 | |
| EWCMemory Size (K)=500, Data Augmentation=None2021.03 | 55.65 | 16.06 | 44.24 | |
| RMMemory Size (K)=200, Data Augmentation=CutMix+AutoAug2021.03 | 54.61 | -2.6 | 43.57 | |
| RwalkMemory Size (K)=500, Data Augmentation=None2021.03 | 53.66 | 17.04 | 45.81 | |
| iCaRLMemory Size (K)=1000, Data Augmentation=None2021.03 | 53.6 | 7.21 | 37.84 | |
| GDumbMemory Size (K)=500, Data Augmentation=None2021.03 | 49.47 | 1.44 | 40.91 | |
| BiCMemory Size (K)=1000, Data Augmentation=None2021.03 | 47.81 | 3.03 | 52.77 | |
| iCaRLMemory Size (K)=500, Data Augmentation=None2021.03 | 45.98 | 4.75 | 51.91 | |
| RM w/o DAMemory Size (K)=200, Data Augmentation=None2021.03 | 44.41 | 0.9 | 49.51 | |
| BiCMemory Size (K)=500, Data Augmentation=None2021.03 | 42.06 | 1.34 | 52.04 | |
| EWCMemory Size (K)=200, Data Augmentation=None2021.03 | 40.09 | 21.2 | 61.91 | |
| RwalkMemory Size (K)=200, Data Augmentation=None2021.03 | 38.66 | 20.67 | 65.81 | |
| iCaRLMemory Size (K)=200, Data Augmentation=None2021.03 | 37.43 | 2.08 | 63.51 | |
| GDumbMemory Size (K)=200, Data Augmentation=None2021.03 | 35.85 | 1.67 | 55.31 | |
| BiCMemory Size (K)=200, Data Augmentation=None2021.03 | 33.29 | 3.91 | 50.37 |