Online Task-incremental Learning on CIFAR-100 Split
0.73Forgetting MeasureDER++ w/ AdaB2N
Evaluation Results
| Method | Links | |
|---|---|---|
| DER++ w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 0.73 | |
| ER-ACE w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.86 | |
| DER++ w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 0.92 | |
| DER++ w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.07 | |
| DER++ w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.26 | |
| DER++ w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.31 | |
| ER-ACE w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.41 | |
| DER++ w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.41 | |
| ER-ACE w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.46 | |
| ER-ACE w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.58 | |
| DER++ w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.63 | |
| ER-ACE w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.71 | |
| DER++ w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.78 | |
| ER-ACE w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.81 | |
| DER++ w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.88 | |
| DER++ w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.02 | |
| ER-ACE w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 2.03 | |
| ER-ACE w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.11 | |
| ER-ACE w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.15 | |
| DER++ w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.32 | |
| ER-ACE w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.53 | |
| DER++ w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.91 | |
| ER-ACE w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.92 | |
| ER-ACE w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 3.21 |