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Online Task-incremental Learning on CIFAR-100 Split

0.73Forgetting MeasureDER++ w/ AdaB2N
0.63081.30041.972.6396Oct 13, 2023

Evaluation results

MethodLinks
DER++ w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.100.73
ER-ACE w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.100.86
DER++ w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.100.92
DER++ w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.101.07
DER++ w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.101.26
DER++ w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.101.31
ER-ACE w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.101.41
DER++ w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.101.41
ER-ACE w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.101.46
ER-ACE w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.101.58
DER++ w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.101.63
ER-ACE w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.101.71
DER++ w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.101.78
ER-ACE w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.101.81
DER++ w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.101.88
DER++ w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.102.02
ER-ACE w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.102.03
ER-ACE w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.102.11
ER-ACE w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.102.15
DER++ w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.102.32
ER-ACE w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.102.53
DER++ w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.102.91
ER-ACE w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.102.92
ER-ACE w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.103.21