Task Incremental Learning on S-ImageNet-1K T=100
22.18Average Accuracy (A-bar)ProtoCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 22.18 | 65.7 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 18.07 | 66.46 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 16.14 | 70.46 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 15.68 | 66.38 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 14.46 | 67.68 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 13.97 | 65.86 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 13.81 | 61.46 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 13.77 | 60.48 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 13.57 | 66.92 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 13.06 | 62.87 | |
| ADCType=Replay free, Buffer SPCs=202026.03 | 12.91 | 62.48 | |
| LDCType=Replay free, Buffer SPCs=202026.03 | 12.48 | 60.87 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 12.37 | 64.55 | |
| FeCAMType=Replay free, Buffer SPCs=202026.03 | 11.94 | 55.78 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 11.28 | 65.27 |