Online Continual Learning on S-ImageNet-1K T=100 15
14.22Last Accuracy (AT)ProtoCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 14.22 | 65.86 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 9.03 | 67.12 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 6.57 | 64.9 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 6.01 | 76.45 | |
| ADCType=Replay free, Buffer SPCs=02026.03 | 5.97 | 63.85 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 5.05 | 57.85 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 5.05 | 52.13 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 5.05 | 63.77 | |
| LDCType=Replay free, Buffer SPCs=02026.03 | 4.82 | 52.46 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 4.75 | 58.56 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 4.45 | 54.93 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 4.34 | 58.92 | |
| FeCAMType=Replay free, Buffer SPCs=02026.03 | 4.34 | 47.91 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 4.25 | 56.71 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 4.17 | 57.84 |