Exemplar-Free Class Incremental Learning on TinyImageNet T=10
36.5AlastAdaGauss
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaGaussFeature Extractor=trained from scratch2024.09 | 36.5 | 50.6 | |
| EFCFeature Extractor=trained from scratch2024.09 | 34.1 | 48 | |
| DS-ALFeature Extractor=trained from scratch2024.09 | 33.6 | 47.2 | |
| ADCNumber of tasks=102024.05 | 32.68 | 44.89 | |
| FeTrILFeature Extractor=trained from scratch2024.09 | 31 | 45.6 | |
| FeCAMFeature Extractor=trained from scratch2024.09 | 30.8 | 44.5 | |
| SDCNumber of tasks=102024.05 | 28.15 | 42.09 | |
| NCMNumber of tasks=102024.05 | 28.07 | 42.86 | |
| LwFNumber of tasks=102024.05 | 27.75 | 40.04 | |
| LwFFeature Extractor=trained from scratch2024.09 | 26.1 | 45.1 | |
| IL2AFeature Extractor=trained from scratch2024.09 | 25.3 | 42 | |
| PASSFeature Extractor=trained from scratch2024.09 | 24.1 | 39.3 | |
| FeCAMNumber of tasks=102024.05 | 23.78 | 37.3 | |
| FeTrILNumber of tasks=102024.05 | 23.6 | 37.41 | |
| SSREFeature Extractor=trained from scratch2024.09 | 22.9 | 38.8 | |
| EWCFeature Extractor=trained from scratch2024.09 | 17.6 | 32.6 |