Online Class-Incremental Learning on CIFAR-100 Split
28.15Final AccuracyER-ACE w/ Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| ER-ACE w/ OursMemory size |M|=5000, Batch size |B|=102023.10 | 28.15 | |
| ER-ACE w/ CNMemory size |M|=5000, Batch size |B|=102023.10 | 27.23 | |
| ER-ACE w/ BNMemory size |M|=5000, Batch size |B|=102023.10 | 26.07 | |
| ER-ACE w/ OursMemory size |M|=2000, Batch size |B|=102023.10 | 25.39 | |
| ER-ACE w/ BNMemory size |M|=2000, Batch size |B|=102023.10 | 24.55 | |
| DER++ w/ OursMemory size |M|=5000, Batch size |B|=102023.10 | 24.12 | |
| ER-ACE w/ CNMemory size |M|=2000, Batch size |B|=102023.10 | 23.87 | |
| DER++ w/ OursMemory size |M|=2000, Batch size |B|=102023.10 | 23.79 | |
| DER++ w/ CNMemory size |M|=5000, Batch size |B|=102023.10 | 18.95 | |
| DER++ w/ BNMemory size |M|=2000, Batch size |B|=102023.10 | 18.84 | |
| DER++ w/ CNMemory size |M|=2000, Batch size |B|=102023.10 | 18.84 | |
| DER++ w/ BNMemory size |M|=5000, Batch size |B|=102023.10 | 17.26 | |
| ER-ACE w/ INMemory size |M|=5000, Batch size |B|=102023.10 | 16.15 | |
| ER-ACE w/ INMemory size |M|=2000, Batch size |B|=102023.10 | 15.2 | |
| ER-ACE w/ GNMemory size |M|=2000, Batch size |B|=102023.10 | 12.25 | |
| ER-ACE w/ LNMemory size |M|=5000, Batch size |B|=102023.10 | 11.96 | |
| ER-ACE w/ GNMemory size |M|=5000, Batch size |B|=102023.10 | 11.86 | |
| ER-ACE w/ LNMemory size |M|=2000, Batch size |B|=102023.10 | 11.5 | |
| DER++ w/ INMemory size |M|=5000, Batch size |B|=102023.10 | 8.58 | |
| DER++ w/ INMemory size |M|=2000, Batch size |B|=102023.10 | 8.52 | |
| DER++ w/ GNMemory size |M|=2000, Batch size |B|=102023.10 | 7.44 | |
| DER++ w/ GNMemory size |M|=5000, Batch size |B|=102023.10 | 6.77 | |
| DER++ w/ LNMemory size |M|=2000, Batch size |B|=102023.10 | 6.42 | |
| DER++ w/ LNMemory size |M|=5000, Batch size |B|=102023.10 | 6.25 |