Online Continual Learning on S-TinyImageNet T=20 25
27.11Last Accuracy (AT)ProtoCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 27.11 | 68.91 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 18.12 | 74.63 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 17.31 | 67.15 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 16.84 | 55.09 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 14.74 | 56.58 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 14.62 | 66.15 | |
| ADCType=Replay free, Buffer SPCs=02026.03 | 14.58 | 65.78 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 14.37 | 65.98 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 13.12 | 57.44 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 12.91 | 59.24 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 12.87 | 59.75 | |
| LDCType=Replay free, Buffer SPCs=02026.03 | 12.31 | 50.17 | |
| FeCAMType=Replay free, Buffer SPCs=02026.03 | 12.03 | 45.98 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 10.56 | 56.58 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 10.31 | 60.35 |