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ResearchFormerly WizWand

Online Continual Learning on CIFAR10

5.73Average ForgettingOnPro + S6MOD
4.632812.038919.44526.8511Dec 24, 2024
Updated 8mo ago

Evaluation results

MethodLinks
OnPro + S6MODMemory Size M=1000, Backbone=ResNet-182024.125.73
OnPro + S6MODMemory Size M=500, Backbone=ResNet-182024.127.13
OCM-CCLDCMemory Size M=1000, Backbone=ResNet-182024.129.18
OCM + S6MODMemory Size M=1000, Backbone=ResNet-182024.129.68
OCM-CCLDC + S6MODMemory Size M=1000, Backbone=ResNet-182024.1211.28
OnPro-CCLDC + S6MODMemory Size M=1000, Backbone=ResNet-182024.1211.51
OCM-CCLDCMemory Size M=500, Backbone=ResNet-182024.1211.59
OCMMemory Size M=1000, Backbone=ResNet-182024.1211.63
OCM + S6MODMemory Size M=500, Backbone=ResNet-182024.1213.58
OCMMemory Size M=500, Backbone=ResNet-182024.1213.68
OnProMemory Size M=1000, Backbone=ResNet-182024.1214.2
OnPro-CCLDCMemory Size M=1000, Backbone=ResNet-182024.1214.62
OCM-CCLDC + S6MODMemory Size M=500, Backbone=ResNet-182024.1215.81
ER + S6MODMemory Size M=1000, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.1216.71
OnPro-CCLDC + S6MODMemory Size M=500, Backbone=ResNet-182024.1217.23
MOSE + S6MODMemory Size M=1000, Backbone=ResNet-182024.1217.92
OnProMemory Size M=500, Backbone=ResNet-182024.1217.94
MOE-MOSE + S6MODMemory Size M=1000, Backbone=ResNet-182024.1217.98
MOE-MOSEMemory Size M=1000, Backbone=ResNet-182024.1219.24
OnPro-CCLDCMemory Size M=500, Backbone=ResNet-182024.1219.89
MOSEMemory Size M=1000, Backbone=ResNet-182024.1220.27
ERMemory Size M=1000, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.1220.94
MOSE + S6MODMemory Size M=500, Backbone=ResNet-182024.1227.38
MOE-MOSE + S6MODMemory Size M=500, Backbone=ResNet-182024.1228.13
MOE-MOSEMemory Size M=500, Backbone=ResNet-182024.1229.39
MOSEMemory Size M=500, Backbone=ResNet-182024.1230.36
ER + S6MODMemory Size M=500, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.1231.25
ERMemory Size M=500, Backbone=ResNet-18, Batch size (input)=10, Batch size (buffer)=642024.1233.16