Class-Incremental Learning on TinyImageNet (test)
52.77AccuracyNAPA-VQ
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NAPA-VQNumber of incremental tasks (T)=52023.08 | 52.77 | — | — | — | — | — | |
| NAPA-VQNumber of incremental tasks (T)=102023.08 | 51.78 | — | — | — | — | — | |
| SSRENumber of incremental tasks (T)=52023.08 | 50.39 | — | — | — | — | — | |
| PASSNumber of incremental tasks (T)=52023.08 | 49.55 | — | — | — | — | — | |
| NAPA-VQNumber of incremental tasks (T)=202023.08 | 49.51 | — | — | — | — | — | |
| SSRENumber of incremental tasks (T)=102023.08 | 48.93 | — | — | — | — | — | |
| SSRENumber of incremental tasks (T)=202023.08 | 48.17 | — | — | — | — | — | |
| PASSNumber of incremental tasks (T)=102023.08 | 47.29 | — | — | — | — | — | |
| IL2ANumber of incremental tasks (T)=52023.08 | 47.02 | — | — | — | — | — | |
| IL2ANumber of incremental tasks (T)=102023.08 | 44.48 | — | — | — | — | — | |
| Joint2023.03 | 44.01 | — | — | — | — | — | |
| PASSNumber of incremental tasks (T)=202023.08 | 42.07 | — | — | — | — | — | |
| IL2ANumber of incremental tasks (T)=202023.08 | 39.68 | — | — | — | — | — | |
| BiC w/ ANCLframework=ANCL2023.03 | 34.26 | — | — | — | — | — | |
| BiC2023.03 | 32.87 | — | — | — | — | — | |
| PODNet w/ ANCLframework=ANCL2023.03 | 32.53 | — | — | — | — | — | |
| VanillaCalibration Method=None, Backbone=ResNet-18, Base CIL method=ER, Number of incremental tasks=10, Memory size=4000, Batch size=2562025.03 | 31.95 | — | 32.56 | 32.55 | — | — | |
| TSCalibration Method=Temperature Scaling, Backbone=ResNet-18, Base CIL method=ER, Number of incremental tasks=10, Memory size=4000, Batch size=2562025.03 | 31.48 | — | 19.44 | 19.44 | — | — | |
| ETSCalibration Method=Ensemble Temperature Scaling, Backbone=ResNet-18, Base CIL method=ER, Number of incremental tasks=10, Memory size=4000, Batch size=2562025.03 | 31.48 | — | 19.81 | 19.83 | — | — | |
| IRMCalibration Method=Isotonic Regression, Backbone=ResNet-18, Base CIL method=ER, Number of incremental tasks=10, Memory size=4000, Batch size=2562025.03 | 31.48 | — | 19.77 | 19.73 | — | — | |
| PerturbTSCalibration Method=Perturbed Temperature Scaling, Backbone=ResNet-18, Base CIL method=ER, Number of incremental tasks=10, Memory size=4000, Batch size=2562025.03 | 31.48 | — | 10.6 | 10.58 | — | — | |
| T-CILCalibration Method=T-CIL, Backbone=ResNet-18, Base CIL method=ER, Number of incremental tasks=10, Memory size=4000, Batch size=2562025.03 | 31.48 | — | 8.12 | 8.12 | — | — | |
| PODNet2023.03 | 30.78 | — | — | — | — | — | |
| iCaRL w/ ANCLframework=ANCL2023.03 | 30.36 | — | — | — | — | — | |
| LUCIR w/ ANCLframework=ANCL2023.03 | 28.96 | — | — | — | — | — | |
| iCaRL2023.03 | 27.83 | — | — | — | — | — | |
| LUCIR2023.03 | 24.07 | — | — | — | — | — | |
| EEIL2023.03 | 20.99 | — | — | — | — | — | |
| Fine-tuning2023.03 | 18.8 | — | — | — | — | — | |
| AdaGaussT=10, Training Setting=from scratch2026.06 | — | — | — | — | 32.9 | 45.8 | |
| AdaGaussT=20, Training Setting=from scratch2026.06 | — | — | — | — | 27.5 | 39.5 | |
| ADCT=10, Training Setting=from scratch2026.06 | — | — | — | — | 32.3 | 43 | |
| ADCT=20, Training Setting=from scratch2026.06 | — | — | — | — | 18.1 | 36 | |
| DPCRT=10, Training Setting=from scratch2026.06 | — | — | — | — | 34.3 | 46.9 | |
| DPCRT=20, Training Setting=from scratch2026.06 | — | — | — | — | 25.6 | 39.3 | |
| EEILNumber of phases=52022.03 | — | 25.56 | — | — | — | — | |
| EEILNumber of phases=102022.03 | — | 25.91 | — | — | — | — | |
| EEILNumber of phases=202022.03 | — | 35.04 | — | — | — | — | |
| EFCT=10, Training Setting=from scratch2026.06 | — | — | — | — | 34.5 | 47.9 | |
| EFCT=20, Training Setting=from scratch2026.06 | — | — | — | — | 28.4 | 42.1 | |
| EWCT=10, Training Setting=from scratch2026.06 | — | — | — | — | 18.5 | 34.3 | |
| EWCT=20, Training Setting=from scratch2026.06 | — | — | — | — | 11.3 | 26.8 | |
| FeCAMT=10, Training Setting=from scratch2026.06 | — | — | — | — | 30.9 | 44.9 | |
| FeCAMT=20, Training Setting=from scratch2026.06 | — | — | — | — | 24.9 | 37.9 | |
| FeTrILT=10, Training Setting=from scratch2026.06 | — | — | — | — | 31 | 45.3 | |
| FeTrILT=20, Training Setting=from scratch2026.06 | — | — | — | — | 25.9 | 39.9 | |
| GATFT=10, Training Setting=from scratch2026.06 | — | — | — | — | 37.2 | 50.6 | |
| GATFT=20, Training Setting=from scratch2026.06 | — | — | — | — | 31.5 | 45.1 | |
| iCaRL-CNNNumber of phases=52022.03 | — | 36.89 | — | — | — | — | |
| iCaRL-CNNNumber of phases=102022.03 | — | 36.7 | — | — | — | — | |
| iCaRL-CNNNumber of phases=202022.03 | — | 45.12 | — | — | — | — | |
| iCaRL-NCMNumber of phases=52022.03 | — | 27.15 | — | — | — | — | |
| iCaRL-NCMNumber of phases=102022.03 | — | 28.89 | — | — | — | — | |
| iCaRL-NCMNumber of phases=202022.03 | — | 37.4 | — | — | — | — | |
| LDCT=10, Training Setting=from scratch2026.06 | — | — | — | — | 34.2 | 46.8 | |
| LDCT=20, Training Setting=from scratch2026.06 | — | — | — | — | 24.9 | 38.2 | |
| LwFT=10, Training Setting=from scratch2026.06 | — | — | — | — | 27.1 | 39.6 | |
| LwFT=20, Training Setting=from scratch2026.06 | — | — | — | — | 15.2 | 31.5 | |
| LwF_MCNumber of phases=52022.03 | — | 54.26 | — | — | — | — | |
| LwF_MCNumber of phases=102022.03 | — | 54.37 | — | — | — | — | |
| LwF_MCNumber of phases=202022.03 | — | 63.54 | — | — | — | — | |
| MUCNumber of phases=52022.03 | — | 51.46 | — | — | — | — | |
| MUCNumber of phases=102022.03 | — | 50.21 | — | — | — | — | |
| MUCNumber of phases=202022.03 | — | 58 | — | — | — | — | |
| PASSNumber of phases=52022.03 | — | 18.04 | — | — | — | — | |
| PASSNumber of phases=102022.03 | — | 23.11 | — | — | — | — | |
| PASSNumber of phases=202022.03 | — | 30.55 | — | — | — | — | |
| PASST=10, Training Setting=from scratch2026.06 | — | — | — | — | 24.5 | 39.5 | |
| PASST=20, Training Setting=from scratch2026.06 | — | — | — | — | 18.5 | 30.4 | |
| SDCT=10, Training Setting=from scratch2026.06 | — | — | — | — | 29.5 | 43.8 | |
| SDCT=20, Training Setting=from scratch2026.06 | — | — | — | — | 26.3 | 40.6 | |
| Self-Sustaining Representation ExpansionNumber of phases=52022.03 | — | 9.17 | — | — | — | — | |
| Self-Sustaining Representation ExpansionNumber of phases=102022.03 | — | 14.06 | — | — | — | — | |
| Self-Sustaining Representation ExpansionNumber of phases=202022.03 | — | 14.2 | — | — | — | — | |
| UCIRNumber of phases=52022.03 | — | 20.61 | — | — | — | — | |
| UCIRNumber of phases=102022.03 | — | 22.25 | — | — | — | — | |
| UCIRNumber of phases=202022.03 | — | 33.74 | — | — | — | — |