Class-incremental Learning on ImageNet-100 (B=5, C=5)
76.2Average Incremental AccuracyDyTox w/ LingoCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DyTox w/ LingoCLMethod Category=Architecture-based2024.03 | 76.2 | 63 | 18.3 | |
| DyToxMethod Category=Architecture-based2024.03 | 75.4 | 61.3 | 22.9 | |
| BiC w/ LingoCLMethod Category=Distillation-based2024.03 | 61.9 | 49.6 | 18.8 | |
| BiCMethod Category=Distillation-based2024.03 | 59 | 44.8 | 20.9 | |
| LUCIR w/ LingoCLMethod Category=Distillation-based2024.03 | 53.6 | 41.9 | 45.9 | |
| IL2M w/ LingoCLMethod Category=Rectification-based2024.03 | 51.7 | 41.4 | 48 | |
| AANet w/ LingoCLMethod Category=Architecture-based2024.03 | 50.1 | 41.3 | — | |
| BiMeCo w/ LingoCLMethod Category=Architecture-based2024.03 | 49.8 | 39.4 | 45.1 | |
| AANetMethod Category=Architecture-based2024.03 | 48.5 | 37.9 | — | |
| BiMeCoMethod Category=Architecture-based2024.03 | 47.6 | 35.5 | 49 | |
| LUCIRMethod Category=Distillation-based2024.03 | 47.5 | 35.5 | 48.5 | |
| IL2MMethod Category=Rectification-based2024.03 | 46.4 | 34.6 | 50.1 | |
| CwD w/ LingoCLMethod Category=Rectification-based2024.03 | 41 | 29.9 | 53 | |
| CwDMethod Category=Rectification-based2024.03 | 38.9 | 26.8 | 55 |