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Online Task-incremental Learning on Mini-ImageNet Split

1.36ForgettingDER++ w/ AdaB2N
1.21162.21333.2154.2167Oct 13, 2023

Evaluation results

MethodLinks
DER++ w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.101.36
ER-ACE w/ AdaB2NMemory size (|M|)=5000, Batch size (|B|)=102023.101.94
DER++ w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.101.97
ER-ACE w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.102.21
ER-ACE w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.102.53
DER++ w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.102.6
ER-ACE w/ BNMemory size (|M|)=5000, Batch size (|B|)=102023.102.8
ER-ACE w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.102.93
DER++ w/ LNMemory size (|M|)=5000, Batch size (|B|)=102023.102.95
ER-ACE w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.103.07
ER-ACE w/ BNMemory size (|M|)=2000, Batch size (|B|)=102023.103.14
DER++ w/ LNMemory size (|M|)=2000, Batch size (|B|)=102023.103.16
DER++ w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.103.46
DER++ w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.103.64
DER++ w/ AdaB2NMemory size (|M|)=2000, Batch size (|B|)=102023.103.65
DER++ w/ GNMemory size (|M|)=5000, Batch size (|B|)=102023.103.7
ER-ACE w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.103.72
DER++ w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.103.85
ER-ACE w/ INMemory size (|M|)=2000, Batch size (|B|)=102023.103.86
DER++ w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.103.88
DER++ w/ CNMemory size (|M|)=2000, Batch size (|B|)=102023.104.04
ER-ACE w/ GNMemory size (|M|)=2000, Batch size (|B|)=102023.104.13
ER-ACE w/ CNMemory size (|M|)=5000, Batch size (|B|)=102023.104.21
ER-ACE w/ INMemory size (|M|)=5000, Batch size (|B|)=102023.105.07