Online Class-Incremental Learning on CIFAR-10 Split
64.83Final Avg AccuracyDER++ w/ Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| DER++ w/ OursMemory size |M|=2000, Batch size |B|=102023.10 | 64.83 | |
| DER++ w/ CNMemory size |M|=2000, Batch size |B|=102023.10 | 60.25 | |
| ER-ACE w/ OursMemory size |M|=2000, Batch size |B|=102023.10 | 59.93 | |
| DER++ w/ OursMemory size |M|=500, Batch size |B|=102023.10 | 59.44 | |
| DER++ w/ BNMemory size |M|=2000, Batch size |B|=102023.10 | 57.96 | |
| DER++ w/ CNMemory size |M|=500, Batch size |B|=102023.10 | 55.28 | |
| ER-ACE w/ CNMemory size |M|=2000, Batch size |B|=102023.10 | 53.97 | |
| DER++ w/ BNMemory size |M|=500, Batch size |B|=102023.10 | 52.85 | |
| ER-ACE w/ OursMemory size |M|=500, Batch size |B|=102023.10 | 52.51 | |
| ER-ACE w/ BNMemory size |M|=2000, Batch size |B|=102023.10 | 52.25 | |
| DER++ w/ INMemory size |M|=2000, Batch size |B|=102023.10 | 50.86 | |
| ER-ACE w/ CNMemory size |M|=500, Batch size |B|=102023.10 | 50.54 | |
| ER-ACE w/ BNMemory size |M|=500, Batch size |B|=102023.10 | 48.86 | |
| ER-ACE w/ INMemory size |M|=2000, Batch size |B|=102023.10 | 45.86 | |
| DER++ w/ INMemory size |M|=500, Batch size |B|=102023.10 | 45.21 | |
| ER-ACE w/ INMemory size |M|=500, Batch size |B|=102023.10 | 44.16 | |
| ER-ACE w/ GNMemory size |M|=2000, Batch size |B|=102023.10 | 39.6 | |
| DER++ w/ GNMemory size |M|=500, Batch size |B|=102023.10 | 39.54 | |
| ER-ACE w/ GNMemory size |M|=500, Batch size |B|=102023.10 | 38.97 | |
| DER++ w/ GNMemory size |M|=2000, Batch size |B|=102023.10 | 38.48 | |
| ER-ACE w/ LNMemory size |M|=2000, Batch size |B|=102023.10 | 36.64 | |
| DER++ w/ LNMemory size |M|=2000, Batch size |B|=102023.10 | 35.37 | |
| DER++ w/ LNMemory size |M|=500, Batch size |B|=102023.10 | 34.08 | |
| ER-ACE w/ LNMemory size |M|=500, Batch size |B|=102023.10 | 32.29 |