Incremental Learning on ImageNet full
69.21Average AccuracyPOD-AANets w/ RMM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| POD-AANets w/ RMMNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 69.21 | — | |
| POD-AANetsNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 67.97 | — | |
| POD-AANets w/ RMMNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 67.45 | — | |
| PODNetNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 66.8 | — | |
| LUCIR-AANets w/ RMMNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 65.81 | — | |
| MnemonicsNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 65.4 | — | |
| LUCIR-AANetsNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 65.31 | — | |
| LUCIR + GeoDLNumber of tasks=52021.04 | 65.23 | 11.03 | |
| LUCIRNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 65.16 | — | |
| POD-AANetsNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 65.03 | — | |
| PODNetNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 64.89 | — | |
| MnemonicsNumber of tasks=52021.04 | 64.63 | 13.85 | |
| LUCIR + GeoDLNumber of tasks=102021.04 | 64.46 | 12.81 | |
| LUCIRNumber of tasks=52021.04 | 64.45 | 24.08 | |
| LUCIR-AANets w/ RMMNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 64.1 | — | |
| MnemonicsNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 64.02 | — | |
| POD-AANets w/ RMMNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 63.93 | — | |
| MnemonicsNumber of tasks=102021.04 | 63.01 | 15.82 | |
| LUCIR-AANetsNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 62.99 | — | |
| BiCNumber of tasks=52021.04 | 62.65 | 25.06 | |
| LUCIRNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 62.34 | — | |
| LUCIR-AANets w/ RMMNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 62.23 | — | |
| LUCIR + GeoDLNumber of tasks=252021.04 | 62.2 | 15.11 | |
| MnemonicsNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 62.05 | — | |
| POD-AANetsNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 62.03 | — | |
| LUCIRNumber of tasks=102021.04 | 61.57 | 27.29 | |
| LUCIR-AANetsNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 61.21 | — | |
| MnemonicsNumber of tasks=252021.04 | 61 | 19.17 | |
| PODNetNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 60.28 | — | |
| iCARL + GeoDLNumber of tasks=52021.04 | 60.02 | 21.84 | |
| BiCNumber of tasks=102021.04 | 58.72 | 28.34 | |
| iCARL + GeoDLNumber of tasks=102021.04 | 57.98 | 22.87 | |
| LUCIRNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 57.37 | — | |
| iCARL + GeoDLNumber of tasks=252021.04 | 56.7 | 28.22 | |
| LUCIRNumber of tasks=252021.04 | 56.56 | 30.3 | |
| BiCNumber of tasks=252021.04 | 53.47 | 33.17 | |
| LwFNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 52 | — | |
| iCARLNumber of tasks=52021.04 | 51.5 | 26.03 | |
| iCaRLNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 50.57 | — | |
| iCaRLNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 49.44 | — | |
| iCaRLNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 48.27 | — | |
| LwFNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 47.87 | — | |
| LwFNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 47.49 | — | |
| iCARLNumber of tasks=102021.04 | 46.89 | 33.76 | |
| LwFNumber of tasks=52021.04 | 44.35 | 48.7 | |
| iCARLNumber of tasks=252021.04 | 43.14 | 38.8 | |
| LwFNumber of tasks=102021.04 | 38.9 | 47.94 | |
| LwFNumber of tasks=252021.04 | 36.87 | 49.84 |