Continual Learning on CIFAR-100 Si-Blurry (test)
80AAUCMVP-R+L.M.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MVP-R+L.M.Buffer Size=2,0002026.06 | 80 | — | 84.17 | |
| MVP-RBuffer Size=2,0002026.06 | 78.16 | — | 84.1 | |
| MVP-R+L.M.Buffer Size=5002026.06 | 77.9 | — | 79.71 | |
| MVP-RBuffer Size=5002026.06 | 76.41 | — | 80.73 | |
| CLIBBuffer Size=2,0002026.06 | 71.53 | — | 72.09 | |
| MVP+L.M.Buffer Size=02026.06 | 69.86 | — | 63.06 | |
| ERBuffer Size=2,0002026.06 | 69.86 | — | 71.81 | |
| CLIBBuffer Size=5002026.06 | 69.68 | — | 67.16 | |
| MVPBuffer Size=02026.06 | 68.18 | — | 64.7 | |
| ERBuffer Size=5002026.06 | 65.57 | — | 60.68 | |
| MVP-RMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 60.62 | 57.58 | 64.3 | |
| GACLMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 57.99 | 56.24 | 70.31 | |
| L2PBuffer Size=02026.06 | 57.08 | — | 41.63 | |
| MVP-RMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 56.2 | 53.61 | 55.35 | |
| ERMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 56.17 | 53.8 | 55.6 | |
| LwFBuffer Size=02026.06 | 55.51 | — | 36.53 | |
| EWC++Mem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 53.31 | 50.95 | 52.55 | |
| RMBuffer Size=2,0002026.06 | 53.27 | — | 65.51 | |
| RMMem Size=2000, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 53.22 | 52.99 | 55.25 | |
| SLDAMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 53 | 50.09 | 61.79 | |
| ERMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 51.59 | 48.03 | 44.09 | |
| Linear ProbingBuffer Size=02026.06 | 49.69 | — | 23.07 | |
| EWC++Mem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 48.31 | 44.56 | 40.52 | |
| EWC++Buffer Size=2,0002026.06 | 47.75 | — | 46.93 | |
| MVPMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 45.07 | 44.93 | 39.94 | |
| L2PMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 42.68 | 39.89 | 28.59 | |
| DualPromptMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 41.34 | 38.59 | 22.74 | |
| RMMem Size=500, EFCIL=false, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 41.07 | 38.1 | 32.66 | |
| RMBuffer Size=5002026.06 | 40.86 | — | 23.94 | |
| LwFMem Size=0, EFCIL=true, Backbone=DeiT-S/16, Si-Blurry setting=rp=50%, rb=10%2024.03 | 40.71 | 38.49 | 27.03 | |
| EWC++Buffer Size=5002026.06 | 34.54 | — | 25.62 | |
| FinetuningBuffer Size=02026.06 | 19.71 | — | 10.42 |