Online Class-Incremental Learning on Tiny-ImageNet 100 tasks (test)
32.4FAA (%)EMI + GWM
Evaluation Results
| Method | Links | |
|---|---|---|
| EMI + GWMMemory Size (Ms)=10K2025.08 | 32.4 | |
| MOSE-MOE + GWMMemory Size (Ms)=10K2025.08 | 31.2 | |
| ER + GWMMemory Size (Ms)=2K2025.08 | 19.1 | |
| ER-DCBA + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 16.6 | |
| ER + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 15.6 | |
| MLG + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 15 | |
| SCR + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 14.6 | |
| SCRMemory Size (Ms)=10K2025.08 | 13.8 | |
| ER-DCBA + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 12.9 | |
| ER-ACE + GWMMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 12.6 | |
| ER + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 11.5 | |
| MLG + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 11.2 | |
| SCR + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 9.8 | |
| ER-ACE + GWMMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 9.2 | |
| SCRMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 8.6 | |
| ER-ACEMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 8.6 | |
| ER-DCBA + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 8.2 | |
| ER + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 7.6 | |
| MLG + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 7.5 | |
| ER-ACE + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 6.3 | |
| SCRMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 6.2 | |
| ER-ACEMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 5.9 | |
| ER-ACEMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 3.9 | |
| SCR + GWMMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 3.7 | |
| SCRMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 2.8 | |
| ER-DCBAMemory Size (Ms)=10K2025.08 | 1.8 | |
| ERMemory Size (Ms)=1K, Backbone=ResNet-18, Batch Size=102025.08 | 1 | |
| ERMemory Size (Ms)=0.2K, Backbone=ResNet-18, Batch Size=102025.08 | 0.9 | |
| ERMemory Size (Ms)=0.5K, Backbone=ResNet-18, Batch Size=102025.08 | 0.9 | |
| ERMemory Size (Ms)=2K2025.08 | 0.9 |