Continual Learning on ImageNet-R Si-Blurry (test)
47.16AAUCMVP-R
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MVP-RMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 47.16 | 50.36 | 42.05 | |
| MVP-RMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 43.28 | 45.74 | 35.6 | |
| GACLMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 41.68 | 47.3 | 42.22 | |
| ERMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 39.31 | 43.03 | 32.09 | |
| EWC++Mem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 36.31 | 39.87 | 29.52 | |
| ERMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 35.96 | 39.01 | 26.14 | |
| MVPMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 35.77 | 35.58 | 22.06 | |
| SLDAMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 33.11 | 33.78 | 39.02 | |
| EWC++Mem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 32.81 | 35.54 | 23.43 | |
| RMMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 32.34 | 36.46 | 25.26 | |
| DualPromptMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 30.44 | 32.54 | 16.07 | |
| L2PMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 30.21 | 32.21 | 18.01 | |
| LwFMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 29.41 | 31.95 | 19.67 | |
| RMMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 22.45 | 22.08 | 9.61 |