Incremental Learning on CIFAR100 T=50
90.57Last AccuracyPBCS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PBCSType=Efficient Memory, Buffer SPCs=202026.03 | 90.57 | 64.07 | |
| BCSRType=Efficient Memory, Buffer SPCs=202026.03 | 89.92 | 63.48 | |
| ProtoCoreType=Ours, Buffer SPCs=52026.03 | 88.49 | 63.25 | |
| ProtoCoreType=Ours, Buffer SPCs=20 + 12026.03 | 88.15 | 67.91 | |
| ProtoCoreType=Ours, Buffer SPCs=12026.03 | 87.51 | 55.28 | |
| OCSType=Efficient Memory, Buffer SPCs=202026.03 | 86.37 | 61.24 | |
| DER++Type=Replay based, Buffer SPCs=202026.03 | 85.79 | 60.77 | |
| CSReLType=Efficient Memory, Buffer SPCs=202026.03 | 85.35 | 62.97 | |
| OnProType=Efficient Memory, Buffer SPCs=202026.03 | 85.03 | 60.75 | |
| C-FlatType=Replay based, Buffer SPCs=202026.03 | 84.03 | 60.18 | |
| iCaRLType=Replay based, Buffer SPCs=202026.03 | 82.12 | 58.94 | |
| DERType=Replay based, Buffer SPCs=202026.03 | 81.54 | 59.36 | |
| LDCType=Replay free, Buffer SPCs=202026.03 | 75.3 | 55.61 | |
| ADCType=Replay free, Buffer SPCs=202026.03 | 73.58 | 56.2 | |
| FeCAMType=Replay free, Buffer SPCs=202026.03 | 69.04 | 53.97 | |
| MBN-OODTask Count=502024.11 | 68.15 | 80.46 | |
| DER++Task Count=502024.11 | 52.83 | 71.92 | |
| DynaERTask Count=502024.11 | 47.54 | 68.84 | |
| UCIRTask Count=502024.11 | 43.85 | 69.69 |