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ResearchFormerly WizWand

Online Class-Incremental Learning on Tiny-ImageNet 100 tasks (test)

32.4FAA (%)EMI + GWM
-0.368.14516.6525.155Aug 12, 2025
Updated 5mo ago

Evaluation results

MethodLinks
EMI + GWMMemory Size (Ms)=10K2025.0832.4
MOSE-MOE + GWMMemory Size (Ms)=10K2025.0831.2
ER + GWMMemory Size (Ms)=2K2025.0819.1
ER-DCBA + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.0816.6
ER + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.0815.6
MLG + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.0815
SCR + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.0814.6
SCRMemory Size (Ms)=10K2025.0813.8
ER-DCBA + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.0812.9
ER-ACE + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.0812.6
ER + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.0811.5
MLG + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.0811.2
SCR + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.089.8
ER-ACE + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.089.2
SCRMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.088.6
ER-ACEMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.088.6
ER-DCBA + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.088.2
ER + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.087.6
MLG + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.087.5
ER-ACE + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.086.3
SCRMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.086.2
ER-ACEMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.085.9
ER-ACEMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.083.9
SCR + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.083.7
SCRMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.082.8
ER-DCBAMemory Size (Ms)=10K2025.081.8
ERMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.081
ERMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.080.9
ERMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.080.9
ERMemory Size (Ms)=2K2025.080.9