Online Continual Learning on S-CIFAR-100 T=10 15
37.51Last Accuracy (AT)ProtoCore
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 37.51 | 76.58 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 35.95 | 85.34 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 31.52 | 78.47 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 31.17 | 76.85 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 29.94 | 75.89 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 29.38 | 77.51 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 26.81 | 65.18 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 25.92 | 55.52 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 23.35 | 72.26 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 22.71 | 77.93 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 20.44 | 71.5 | |
| ADCType=Replay free, Buffer SPCs=02026.03 | 18.68 | 60.73 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 18.26 | 75.12 | |
| LDCType=Replay free, Buffer SPCs=02026.03 | 17.54 | 53.82 | |
| FeCAMType=Replay free, Buffer SPCs=02026.03 | 15.89 | 50.63 |