Online Task-Incremental Learning on Mini-ImageNet Split (test)
69.12Avg AccuracyDER++ w/ AdaB2N
Evaluation Results
| Method | Links | |
|---|---|---|
| DER++ w/ AdaB2NBase Algorithm=DER++, Normalization=AdaB2N, Batch Size |B|=10, Memory Size |M|=50002023.10 | 69.12 | |
| ER-ACE w/ AdaB2NBase Algorithm=ER-ACE, Normalization=AdaB2N, Batch Size |B|=10, Memory Size |M|=50002023.10 | 68.03 | |
| ER-ACE w/ AdaB2NBase Algorithm=ER-ACE, Normalization=AdaB2N, Batch Size |B|=10, Memory Size |M|=20002023.10 | 66.78 | |
| DER++ w/ AdaB2NBase Algorithm=DER++, Normalization=AdaB2N, Batch Size |B|=10, Memory Size |M|=20002023.10 | 66.42 | |
| DER++ w/ CNBase Algorithm=DER++, Normalization=CN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 66.14 | |
| ER-ACE w/ CNBase Algorithm=ER-ACE, Normalization=CN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 65.14 | |
| DER++ w/ CNBase Algorithm=DER++, Normalization=CN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 65.09 | |
| ER-ACE w/ BNBase Algorithm=ER-ACE, Normalization=BN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 64.6 | |
| ER-ACE w/ CNBase Algorithm=ER-ACE, Normalization=CN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 64.23 | |
| ER-ACE w/ BNBase Algorithm=ER-ACE, Normalization=BN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 63.62 | |
| DER++ w/ BNBase Algorithm=DER++, Normalization=BN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 61.7 | |
| DER++ w/ BNBase Algorithm=DER++, Normalization=BN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 61.28 | |
| ER-ACE w/ LNBase Algorithm=ER-ACE, Normalization=LN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 45.91 | |
| ER-ACE w/ LNBase Algorithm=ER-ACE, Normalization=LN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 45.82 | |
| ER-ACE w/ GNBase Algorithm=ER-ACE, Normalization=GN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 45.43 | |
| ER-ACE w/ GNBase Algorithm=ER-ACE, Normalization=GN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 43.45 | |
| ER-ACE w/ INBase Algorithm=ER-ACE, Normalization=IN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 41.07 | |
| ER-ACE w/ INBase Algorithm=ER-ACE, Normalization=IN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 40.93 | |
| DER++ w/ GNBase Algorithm=DER++, Normalization=GN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 40.65 | |
| DER++ w/ LNBase Algorithm=DER++, Normalization=LN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 40.05 | |
| DER++ w/ GNBase Algorithm=DER++, Normalization=GN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 38.26 | |
| DER++ w/ LNBase Algorithm=DER++, Normalization=LN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 37.64 | |
| DER++ w/ INBase Algorithm=DER++, Normalization=IN, Batch Size |B|=10, Memory Size |M|=50002023.10 | 35.23 | |
| DER++ w/ INBase Algorithm=DER++, Normalization=IN, Batch Size |B|=10, Memory Size |M|=20002023.10 | 32.88 |