Task Incremental Learning on S-TinyImageNet T=20
34.46Average Accuracy (A-bar)ProtoCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 34.46 | 71.89 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 28.75 | 77.09 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 27.44 | 72.45 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 26.54 | 71.46 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 25.68 | 70.49 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 23.97 | 69.59 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 23.84 | 68.46 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 22.78 | 70.49 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 22.06 | 70.29 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 21.9 | 69.23 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 20.34 | 67.86 | |
| ADCType=Replay free, Buffer SPCs=202026.03 | 17.42 | 64.85 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 17.42 | 71.28 | |
| LDCType=Replay free, Buffer SPCs=202026.03 | 16.61 | 63.17 | |
| FeCAMType=Replay free, Buffer SPCs=202026.03 | 15.47 | 57.16 |