Task Incremental Learning on S-CIFAR-100 T=10
58.46Average Accuracy (A-bar)ProtoCore
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 58.46 | 87.15 | |
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 53.36 | 91.52 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 51.12 | 86.85 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 50.95 | 86.54 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 48.85 | 85.64 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 47.51 | 84.41 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 44.61 | 75.13 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 43.86 | 85.81 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 43.42 | 71.46 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 41.75 | 81.26 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 39.49 | 80.11 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 39.46 | 86.13 | |
| ADCType=Replay free, Buffer SPCs=202026.03 | 38.35 | 69.88 | |
| LDCType=Replay free, Buffer SPCs=202026.03 | 37.12 | 68.92 | |
| FeCAMType=Replay free, Buffer SPCs=202026.03 | 36.67 | 65.14 |