Online Task-incremental Learning on CIFAR-10 Split
0.22Forgetting MeasureDER++ w/ BN
Evaluation Results
| Method | Links | |
|---|---|---|
| DER++ w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.22 | |
| DER++ w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.38 | |
| DER++ w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.65 | |
| DER++ w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.68 | |
| ER-ACE w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.84 | |
| DER++ w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.89 | |
| ER-ACE w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.9 | |
| ER-ACE w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.99 | |
| ER-ACE w/ AdaB2NMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.22 | |
| ER-ACE w/ GNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.3 | |
| DER++ w/ GNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.42 | |
| DER++ w/ LNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.61 | |
| ER-ACE w/ CNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.67 | |
| ER-ACE w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.73 | |
| ER-ACE w/ INMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.74 | |
| ER-ACE w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.76 | |
| ER-ACE w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.76 | |
| DER++ w/ AdaB2NMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.81 | |
| DER++ w/ INMemory size (|M|)=500, Batch size (|B|)=102023.10 | 1.9 | |
| DER++ w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.05 | |
| DER++ w/ BNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 2.35 | |
| ER-ACE w/ BNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 3.31 | |
| DER++ w/ CNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 3.89 | |
| ER-ACE w/ LNMemory size (|M|)=500, Batch size (|B|)=102023.10 | 4.03 |