Continual Learning on ImageNet mini
-1.3BWTAFEC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AFECScenario=Clean2023.11 | -1.3 | 53.3 | |
| AFECepsilon=0.1, Scenario=Uniform2023.11 | -1.4 | 52.9 | |
| EWCepsilon=0.1, Scenario=Uniform2023.11 | -1.5 | 64.2 | |
| ANCLScenario=Clean2023.11 | -1.8 | 74.5 | |
| ANCLepsilon=0.1, Scenario=Uniform2023.11 | -2.2 | 68.5 | |
| EWCScenario=Clean2023.11 | -3.9 | 56.8 | |
| ANCLepsilon=0.1, Scenario=Reckless (BrainWash)2023.11 | -5.3 | 29.5 | |
| RWALKScenario=Clean2023.11 | -5.6 | 66.3 | |
| ANCLepsilon=0.1, Scenario=Cautious (BrainWash)2023.11 | -6.7 | 34.8 | |
| MASScenario=Clean2023.11 | -6.7 | 54.6 | |
| MASepsilon=0.1, Scenario=Uniform2023.11 | -6.9 | 57.2 | |
| ANCLepsilon=0.3, Scenario=Uniform2023.11 | -7.3 | 59 | |
| RWALKepsilon=0.1, Scenario=Uniform2023.11 | -8.4 | 53.6 | |
| RWALKepsilon=0.1, Scenario=Cautious (BrainWash)2023.11 | -13.5 | 45.9 | |
| ANCLepsilon=0.3, Scenario=Reckless (BrainWash)2023.11 | -14.1 | 21.4 | |
| EWCepsilon=0.3, Scenario=Uniform2023.11 | -14.6 | 58 | |
| ANCLepsilon=0.3, Scenario=Cautious (BrainWash)2023.11 | -14.6 | 38 | |
| AFECepsilon=0.1, Scenario=Cautious (BrainWash)2023.11 | -14.7 | 39.7 | |
| EWCepsilon=0.1, Scenario=Cautious (BrainWash)2023.11 | -15 | 42.5 | |
| AFECepsilon=0.3, Scenario=Uniform2023.11 | -15.1 | 37.9 | |
| RWALKepsilon=0.1, Scenario=Reckless (BrainWash)2023.11 | -17.9 | 38 | |
| MASepsilon=0.3, Scenario=Uniform2023.11 | -18.8 | 48.8 | |
| RWALKepsilon=0.3, Scenario=Cautious (BrainWash)2023.11 | -21.4 | 37.4 | |
| AFECepsilon=0.1, Scenario=Reckless (BrainWash)2023.11 | -22.6 | 30.9 | |
| RWALKepsilon=0.3, Scenario=Uniform2023.11 | -22.6 | 38 | |
| EWCepsilon=0.1, Scenario=Reckless (BrainWash)2023.11 | -23.1 | 28.3 | |
| MASepsilon=0.1, Scenario=Cautious (BrainWash)2023.11 | -25.7 | 40.3 | |
| RWALKepsilon=0.3, Scenario=Reckless (BrainWash)2023.11 | -27.4 | 22.4 | |
| AFECepsilon=0.3, Scenario=Cautious (BrainWash)2023.11 | -27.6 | 22.8 | |
| EWCepsilon=0.3, Scenario=Cautious (BrainWash)2023.11 | -27.9 | 32.2 | |
| MASepsilon=0.1, Scenario=Reckless (BrainWash)2023.11 | -30.3 | 23.6 | |
| EWCepsilon=0.3, Scenario=Reckless (BrainWash)2023.11 | -34.4 | 22.5 | |
| AFECepsilon=0.3, Scenario=Reckless (BrainWash)2023.11 | -38.2 | 13.2 | |
| MASepsilon=0.3, Scenario=Reckless (BrainWash)2023.11 | -38.4 | 16.4 | |
| MASepsilon=0.3, Scenario=Cautious (BrainWash)2023.11 | -39.8 | 22.6 |