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ResearchFormerly WizWand

Online Class-Incremental Learning on CIFAR-10 Split

64.83Final Avg AccuracyDER++ w/ Ours
30.988439.774248.5657.3458Oct 13, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DER++ w/ OursMemory size |M|=2000, Batch size |B|=102023.1064.83
DER++ w/ CNMemory size |M|=2000, Batch size |B|=102023.1060.25
ER-ACE w/ OursMemory size |M|=2000, Batch size |B|=102023.1059.93
DER++ w/ OursMemory size |M|=500, Batch size |B|=102023.1059.44
DER++ w/ BNMemory size |M|=2000, Batch size |B|=102023.1057.96
DER++ w/ CNMemory size |M|=500, Batch size |B|=102023.1055.28
ER-ACE w/ CNMemory size |M|=2000, Batch size |B|=102023.1053.97
DER++ w/ BNMemory size |M|=500, Batch size |B|=102023.1052.85
ER-ACE w/ OursMemory size |M|=500, Batch size |B|=102023.1052.51
ER-ACE w/ BNMemory size |M|=2000, Batch size |B|=102023.1052.25
DER++ w/ INMemory size |M|=2000, Batch size |B|=102023.1050.86
ER-ACE w/ CNMemory size |M|=500, Batch size |B|=102023.1050.54
ER-ACE w/ BNMemory size |M|=500, Batch size |B|=102023.1048.86
ER-ACE w/ INMemory size |M|=2000, Batch size |B|=102023.1045.86
DER++ w/ INMemory size |M|=500, Batch size |B|=102023.1045.21
ER-ACE w/ INMemory size |M|=500, Batch size |B|=102023.1044.16
ER-ACE w/ GNMemory size |M|=2000, Batch size |B|=102023.1039.6
DER++ w/ GNMemory size |M|=500, Batch size |B|=102023.1039.54
ER-ACE w/ GNMemory size |M|=500, Batch size |B|=102023.1038.97
DER++ w/ GNMemory size |M|=2000, Batch size |B|=102023.1038.48
ER-ACE w/ LNMemory size |M|=2000, Batch size |B|=102023.1036.64
DER++ w/ LNMemory size |M|=2000, Batch size |B|=102023.1035.37
DER++ w/ LNMemory size |M|=500, Batch size |B|=102023.1034.08
ER-ACE w/ LNMemory size |M|=500, Batch size |B|=102023.1032.29