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ResearchFormerly WizWand

Online Class-Incremental Learning on CIFAR-100 Split

28.15Final AccuracyER-ACE w/ Ours
5.37411.28717.223.113Oct 13, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ER-ACE w/ OursMemory size |M|=5000, Batch size |B|=102023.1028.15
ER-ACE w/ CNMemory size |M|=5000, Batch size |B|=102023.1027.23
ER-ACE w/ BNMemory size |M|=5000, Batch size |B|=102023.1026.07
ER-ACE w/ OursMemory size |M|=2000, Batch size |B|=102023.1025.39
ER-ACE w/ BNMemory size |M|=2000, Batch size |B|=102023.1024.55
DER++ w/ OursMemory size |M|=5000, Batch size |B|=102023.1024.12
ER-ACE w/ CNMemory size |M|=2000, Batch size |B|=102023.1023.87
DER++ w/ OursMemory size |M|=2000, Batch size |B|=102023.1023.79
DER++ w/ CNMemory size |M|=5000, Batch size |B|=102023.1018.95
DER++ w/ BNMemory size |M|=2000, Batch size |B|=102023.1018.84
DER++ w/ CNMemory size |M|=2000, Batch size |B|=102023.1018.84
DER++ w/ BNMemory size |M|=5000, Batch size |B|=102023.1017.26
ER-ACE w/ INMemory size |M|=5000, Batch size |B|=102023.1016.15
ER-ACE w/ INMemory size |M|=2000, Batch size |B|=102023.1015.2
ER-ACE w/ GNMemory size |M|=2000, Batch size |B|=102023.1012.25
ER-ACE w/ LNMemory size |M|=5000, Batch size |B|=102023.1011.96
ER-ACE w/ GNMemory size |M|=5000, Batch size |B|=102023.1011.86
ER-ACE w/ LNMemory size |M|=2000, Batch size |B|=102023.1011.5
DER++ w/ INMemory size |M|=5000, Batch size |B|=102023.108.58
DER++ w/ INMemory size |M|=2000, Batch size |B|=102023.108.52
DER++ w/ GNMemory size |M|=2000, Batch size |B|=102023.107.44
DER++ w/ GNMemory size |M|=5000, Batch size |B|=102023.106.77
DER++ w/ LNMemory size |M|=2000, Batch size |B|=102023.106.42
DER++ w/ LNMemory size |M|=5000, Batch size |B|=102023.106.25