Incremental Learning on ImageNet subset
79.52Average AccuracyPOD-AANets w/ RMM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| POD-AANets w/ RMMNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 79.52 | — | |
| POD-AANets w/ RMMNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 78.47 | — | |
| POD-AANetsNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 77.36 | — | |
| POD-AANets w/ RMMNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 76.54 | — | |
| PODNetNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 76.45 | — | |
| POD-AANetsNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 75.83 | — | |
| PODNetNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 74.66 | — | |
| LUCIR + GeoDLNumber of tasks=52021.04 | 73.87 | 13.78 | |
| LUCIR-AANets w/ RMMNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 73.58 | — | |
| LUCIR + GeoDLNumber of tasks=102021.04 | 73.55 | 12.68 | |
| LUCIR-AANets w/ RMMNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 72.83 | — | |
| LUCIR-AANetsNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 72.8 | — | |
| MnemonicsNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 72.6 | — | |
| MnemonicsNumber of tasks=52021.04 | 72.58 | 17.4 | |
| LUCIR-AANets w/ RMMNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 72.3 | — | |
| POD-AANetsNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 72.18 | — | |
| LUCIR + GeoDLNumber of tasks=252021.04 | 71.72 | 15.21 | |
| MnemonicsNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 71.66 | — | |
| MnemonicsNumber of tasks=102021.04 | 71.37 | 17.08 | |
| LUCIRNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 71.21 | — | |
| iCARL + GeoDLNumber of tasks=102021.04 | 70.86 | 22.44 | |
| LUCIRNumber of tasks=52021.04 | 70.84 | 31.88 | |
| iCARL + GeoDLNumber of tasks=252021.04 | 70.72 | 24.88 | |
| MnemonicsNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 70.52 | — | |
| PODNetNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 70.15 | — | |
| iCARL + GeoDLNumber of tasks=52021.04 | 70.1 | 26.84 | |
| BiCNumber of tasks=52021.04 | 70.07 | 27.04 | |
| MnemonicsNumber of tasks=252021.04 | 69.74 | 20.83 | |
| LUCIR-AANetsNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 69.71 | — | |
| LUCIRNumber of tasks=102021.04 | 68.32 | 33.48 | |
| LUCIRNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 68.21 | — | |
| LUCIR-AANetsNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 68.07 | — | |
| OursNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 67.69 | — | |
| iCaRLNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 67.33 | — | |
| UCIRNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 66.16 | — | |
| iCARLNumber of tasks=52021.04 | 65.44 | 43.4 | |
| BiCNumber of tasks=102021.04 | 64.96 | 31.04 | |
| LUCIRNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 64.15 | — | |
| EEILNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 63.34 | — | |
| iCaRLNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 62.42 | — | |
| PASSNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 61.8 | — | |
| LUCIRNumber of tasks=252021.04 | 61.44 | 35.4 | |
| SDCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 61.12 | — | |
| iCaRL-NCMNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 60.79 | — | |
| iCARLNumber of tasks=102021.04 | 59.88 | 45.84 | |
| LwFNumber of Phases (N)=5, Memory Budget=Strict (Bounded)2023.01 | 58.83 | — | |
| BiCNumber of tasks=252021.04 | 57.73 | 37.88 | |
| iCaRLNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 57.04 | — | |
| LwFNumber of tasks=52021.04 | 53.62 | 55.32 | |
| LwFNumber of Phases (N)=10, Memory Budget=Strict (Bounded)2023.01 | 53.6 | — | |
| iCARLNumber of tasks=252021.04 | 52.97 | 47.6 | |
| iCaRL-CNNNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 50.53 | — | |
| LwFNumber of Phases (N)=25, Memory Budget=Strict (Bounded)2023.01 | 50.16 | — | |
| LwFNumber of tasks=102021.04 | 47.64 | 57 | |
| LwFNumber of tasks=252021.04 | 44.32 | 55.12 | |
| MUCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 35.07 | — | |
| LwF_MCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 31.18 | — | |
| EWCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 20.4 | — | |
| NAPA-VQNumber of incremental tasks (T)=52023.08 | — | 7.17 | |
| NAPA-VQNumber of incremental tasks (T)=102023.08 | — | 9.67 | |
| NAPA-VQNumber of incremental tasks (T)=202023.08 | — | 14.49 | |
| PASSNumber of incremental tasks (T)=52023.08 | — | 19.66 | |
| PASSNumber of incremental tasks (T)=102023.08 | — | 25.85 | |
| PASSNumber of incremental tasks (T)=202023.08 | — | 30.98 | |
| SSRENumber of incremental tasks (T)=102023.08 | — | 8.3 |