Class-incremental Learning on ImageNet-100 B=10, C=10 1.0
79.5Avg Incremental AccDyTox w/ LingoCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DyTox w/ LingoCLMethod Category=Architecture-based2024.03 | 79.5 | 69.6 | 12.3 | |
| DyToxMethod Category=Architecture-based2024.03 | 78.1 | 66.9 | 15.6 | |
| BiC w/ LingoCLMethod Category=Distillation-based2024.03 | 68.9 | 58.4 | 14.3 | |
| BiCMethod Category=Distillation-based2024.03 | 66.4 | 55.2 | 15.1 | |
| AANet w/ LingoCLMethod Category=Architecture-based2024.03 | 62.3 | 46.9 | — | |
| LUCIR w/ LingoCLMethod Category=Distillation-based2024.03 | 62.2 | 48.7 | 38.6 | |
| BiMeCo w/ LingoCLMethod Category=Architecture-based2024.03 | 60 | 47 | 38.6 | |
| IL2M w/ LingoCLMethod Category=Rectification-based2024.03 | 59.9 | 46.9 | 43.5 | |
| BiMeCoMethod Category=Architecture-based2024.03 | 59 | 44 | 41.1 | |
| AANetMethod Category=Architecture-based2024.03 | 57.8 | 42.9 | — | |
| LUCIRMethod Category=Distillation-based2024.03 | 57.1 | 42.2 | 44.5 | |
| CwD w/ LingoCLMethod Category=Rectification-based2024.03 | 55.6 | 41.5 | 43 | |
| IL2MMethod Category=Rectification-based2024.03 | 55 | 39.9 | 50.2 | |
| CwDMethod Category=Rectification-based2024.03 | 53.6 | 38.3 | 46.4 |