Incremental Learning on TinyImageNet
70.02Avg Incremental AccuracyJoint
Evaluation results
| Method | Links | |
|---|---|---|
| Joint2023.03 | 70.02 | |
| Joint2023.03 | 67.98 | |
| LwF + ANCLANCL=true2023.03 | 63.79 | |
| LwF2023.03 | 62.09 | |
| LFL + ANCLANCL=true2023.03 | 61.32 | |
| LwF + ANCLANCL=true2023.03 | 60.96 | |
| LFL2023.03 | 60.2 | |
| LwM2023.03 | 59.78 | |
| LwM2023.03 | 59.04 | |
| LwF2023.03 | 59.04 | |
| LFL + ANCLANCL=true2023.03 | 58.98 | |
| LFL2023.03 | 58.47 | |
| EWC + ANCLANCL=true2023.03 | 53.86 | |
| MAS + ANCLANCL=true2023.03 | 53.58 | |
| EWC2023.03 | 52.53 | |
| EWC + ANCLANCL=true2023.03 | 52.49 | |
| MAS2023.03 | 51.79 | |
| OursNumber of phases (P)=5, Number of exemplars (E)=02022.03 | 50.39 | |
| MAS + ANCLANCL=true2023.03 | 50.11 | |
| EWC2023.03 | 50.1 | |
| PASSNumber of phases (P)=5, Number of exemplars (E)=02022.03 | 49.55 | |
| MAS2023.03 | 49.5 | |
| UCIRNumber of phases (P)=5, Number of exemplars (E)=202022.03 | 49.15 | |
| OursNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 48.93 | |
| UCIRNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 48.52 | |
| OursNumber of phases (P)=20, Number of exemplars (E)=02022.03 | 48.17 | |
| PASSNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 47.29 | |
| EEILNumber of phases (P)=5, Number of exemplars (E)=202022.03 | 47.12 | |
| Joint2023.03 | 46.85 | |
| Joint2023.03 | 46.02 | |
| iCaRL-NCMNumber of phases (P)=5, Number of exemplars (E)=202022.03 | 45.86 | |
| DMC2023.03 | 45.65 | |
| EEILNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 45.01 | |
| DMC2023.03 | 44.5 | |
| iCaRL-NCMNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 43.29 | |
| UCIRNumber of phases (P)=20, Number of exemplars (E)=202022.03 | 42.83 | |
| BiC + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 42.61 | |
| PASSNumber of phases (P)=20, Number of exemplars (E)=02022.03 | 42.07 | |
| iCaRL + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 41.46 | |
| PODNet + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 41.11 | |
| BiC2023.03 | 40.56 | |
| BiC + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 40.56 | |
| EEILNumber of phases (P)=20, Number of exemplars (E)=202022.03 | 40.5 | |
| PODNet2023.03 | 40.28 | |
| PODNet + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 40.11 | |
| iCaRL + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 39.91 | |
| BiC2023.03 | 39.21 | |
| iCaRL2023.03 | 39.04 | |
| PODNet2023.03 | 38.5 | |
| iCaRL-NCMNumber of phases (P)=20, Number of exemplars (E)=202022.03 | 38.04 | |
| iCaRL2023.03 | 37.9 | |
| LUCIR + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 37.89 | |
| LUCIR2023.03 | 35.17 | |
| iCaRL-CNNNumber of phases (P)=5, Number of exemplars (E)=202022.03 | 34.64 | |
| MUCNumber of phases (P)=5, Number of exemplars (E)=02022.03 | 32.58 | |
| LUCIR + ANCLAuxiliary Network Continual Learning=enabled2023.03 | 31.65 | |
| iCaRL-CNNNumber of phases (P)=10, Number of exemplars (E)=202022.03 | 31.15 | |
| LUCIR2023.03 | 30.02 | |
| LwF_MCNumber of phases (P)=5, Number of exemplars (E)=02022.03 | 29.12 | |
| EEIL2023.03 | 28.68 | |
| Fine-tuning2023.03 | 28.51 | |
| EEIL2023.03 | 28 | |
| iCaRL-CNNNumber of phases (P)=20, Number of exemplars (E)=202022.03 | 27.9 | |
| Fine-tuning2023.03 | 27.44 | |
| MUCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 26.61 | |
| Fine-tuning2023.03 | 24.18 | |
| LwF_MCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 23.1 | |
| MUCNumber of phases (P)=20, Number of exemplars (E)=02022.03 | 21.95 | |
| Fine-tuning2023.03 | 20.35 | |
| EWCNumber of phases (P)=5, Number of exemplars (E)=02022.03 | 18.8 | |
| LwF_MCNumber of phases (P)=20, Number of exemplars (E)=02022.03 | 17.43 | |
| EWCNumber of phases (P)=10, Number of exemplars (E)=02022.03 | 15.77 | |
| EWCNumber of phases (P)=20, Number of exemplars (E)=02022.03 | 12.39 | |
| DERBufferSize=2002022.10 | 11.87 | |
| ExSSNETBufferSize=02022.10 | 11.21 | |
| DER++BufferSize=2002022.10 | 10.96 | |
| SupSupBufferSize=02022.10 | 10.27 | |
| ERBufferSize=2002022.10 | 8.49 | |
| LwFBufferSize=02022.10 | 8.46 | |
| A-GEMBufferSize=2002022.10 | 8.07 | |
| SGDBufferSize=02022.10 | 7.92 | |
| oEWCBufferSize=02022.10 | 7.58 | |
| iCARLBufferSize=2002022.10 | 7.53 |