Online Task-incremental Learning on Mini-ImageNet Split
1.36ForgettingDER++ w/ AdaB2N
Evaluation Results
| Method | Links | |
|---|---|---|
| DER++ w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.36 | |
| ER-ACE w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 1.94 | |
| DER++ w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 1.97 | |
| ER-ACE w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.21 | |
| ER-ACE w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 2.53 | |
| DER++ w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 2.6 | |
| ER-ACE w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 2.8 | |
| ER-ACE w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 2.93 | |
| DER++ w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 2.95 | |
| ER-ACE w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 3.07 | |
| ER-ACE w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.14 | |
| DER++ w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.16 | |
| DER++ w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.46 | |
| DER++ w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 3.64 | |
| DER++ w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.65 | |
| DER++ w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 3.7 | |
| ER-ACE w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.72 | |
| DER++ w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 3.85 | |
| ER-ACE w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.86 | |
| DER++ w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 3.88 | |
| DER++ w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 4.04 | |
| ER-ACE w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.10 | 4.13 | |
| ER-ACE w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 4.21 | |
| ER-ACE w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.10 | 5.07 |