Class-Incremental Learning on ImageNet-100 (B=50, C=5)
76.7Avg Incremental AccDyTox w/ LingoCL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DyTox w/ LingoCLMethod Category=Architecture-based2024.03 | 76.7 | 66.8 | 12.3 | |
| DyToxMethod Category=Architecture-based2024.03 | 75.5 | 65.4 | 15.3 | |
| AANet w/ LingoCLMethod Category=Architecture-based2024.03 | 72.9 | 61.7 | — | |
| BiC w/ LingoCLMethod Category=Distillation-based2024.03 | 72.8 | 63.9 | 4.1 | |
| AANetMethod Category=Architecture-based2024.03 | 72.7 | 61.2 | — | |
| CwD w/ LingoCLMethod Category=Rectification-based2024.03 | 71.8 | 62.8 | 15.6 | |
| LUCIR w/ LingoCLMethod Category=Distillation-based2024.03 | 71.5 | 62.3 | 10.3 | |
| BiMeCo w/ LingoCLMethod Category=Architecture-based2024.03 | 71.1 | 63.1 | 18.4 | |
| CwDMethod Category=Rectification-based2024.03 | 69.2 | 59.5 | 24.6 | |
| IL2M w/ LingoCLMethod Category=Rectification-based2024.03 | 69.1 | 57.4 | 26.6 | |
| BiMeCoMethod Category=Architecture-based2024.03 | 68.9 | 59.7 | 22.5 | |
| BiCMethod Category=Distillation-based2024.03 | 68.1 | 57.5 | 7.1 | |
| LUCIRMethod Category=Distillation-based2024.03 | 67.7 | 56.7 | 23.3 | |
| IL2MMethod Category=Rectification-based2024.03 | 63.6 | 50.8 | 33.7 |