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Online Task-incremental Learning on CIFAR-10 Split

0.22Forgetting MeasureDER++ w/ BN
0.06761.09632.1253.1537Oct 13, 2023

Evaluation results

MethodLinks
DER++ w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.100.22
DER++ w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.100.38
DER++ w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.100.65
DER++ w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.100.68
ER-ACE w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.100.84
DER++ w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.100.89
ER-ACE w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.100.9
ER-ACE w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.100.99
ER-ACE w/ AdaB2NMemory size (|M|)=500, Batch size (|B|)=102023.101.22
ER-ACE w/ GNMemory size (|M|)=500, Batch size (|B|)=102023.101.3
DER++ w/ GNMemory size (|M|)=500, Batch size (|B|)=102023.101.42
DER++ w/ LNMemory size (|M|)=500, Batch size (|B|)=102023.101.61
ER-ACE w/ CNMemory size (|M|)=500, Batch size (|B|)=102023.101.67
ER-ACE w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.101.73
ER-ACE w/ INMemory size (|M|)=500, Batch size (|B|)=102023.101.74
ER-ACE w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.101.76
ER-ACE w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.101.76
DER++ w/ AdaB2NMemory size (|M|)=500, Batch size (|B|)=102023.101.81
DER++ w/ INMemory size (|M|)=500, Batch size (|B|)=102023.101.9
DER++ w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.102.05
DER++ w/ BNMemory size (|M|)=500, Batch size (|B|)=102023.102.35
ER-ACE w/ BNMemory size (|M|)=500, Batch size (|B|)=102023.103.31
DER++ w/ CNMemory size (|M|)=500, Batch size (|B|)=102023.103.89
ER-ACE w/ LNMemory size (|M|)=500, Batch size (|B|)=102023.104.03