Online Continual Learning on S-CIFAR-100 15 (T=50)
24.11Last Accuracy (AT)ProtoCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 24.11 | 76.37 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 15.29 | 74.98 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 14.57 | 86.9 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 13.42 | 80.64 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 12.78 | 75.94 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 12.64 | 75.77 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 12.52 | 77.15 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 12.31 | 77.79 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 12.24 | 80.51 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 11.84 | 74.95 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 11.63 | 73.57 | |
| ADCType=Replay free, Buffer SPCs=02026.03 | 11.28 | 74.56 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 11.25 | 72.52 | |
| LDCType=Replay free, Buffer SPCs=02026.03 | 9.12 | 70.12 | |
| FeCAMType=Replay free, Buffer SPCs=02026.03 | 7.26 | 65.02 |