Continual Learning on Tiny-ImageNet Si-Blurry (test)
63.14AAUCGACL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GACLMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 63.14 | 69.32 | 62.68 | |
| MVP-RMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 61.15 | 62.41 | 51.12 | |
| ERMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 55.69 | 57.87 | 41.1 | |
| MVP-RMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 55.28 | 55.45 | 40.12 | |
| EWC++Mem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 52.43 | 54.61 | 37.67 | |
| RMMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 49.28 | 57.74 | 41.79 | |
| SLDAMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 49.17 | 47.93 | 53.13 | |
| ERMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 48.95 | 50.44 | 29.97 | |
| MVPMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 46.43 | 45.41 | 28.21 | |
| EWC++Mem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 45.3 | 46.34 | 27.05 | |
| L2PMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 41.67 | 42.53 | 24.78 | |
| LwFMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 39.88 | 41.35 | 24.93 | |
| DualPromptMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 39.16 | 39.81 | 20.42 | |
| RMMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 36.66 | 38.83 | 18.23 |