Exemplar-Free Class-Incremental Learning on TinyImageNet (test)
36.5Avg IncrementAdaGauss
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AdaGaussT=10, feature_extractor=trained from scratch2024.09 | 36.5 | 50.6 | |
| EFCT=10, feature_extractor=trained from scratch2024.09 | 34.1 | 48 | |
| AdaGaussT=20, feature_extractor=trained from scratch2024.09 | 31.3 | 45.1 | |
| FeTrILT=10, feature_extractor=trained from scratch2024.09 | 31 | 45.6 | |
| FeCAMT=10, feature_extractor=trained from scratch2024.09 | 30.8 | 44.5 | |
| EFCT=20, feature_extractor=trained from scratch2024.09 | 28.7 | 42.1 | |
| LwFT=10, feature_extractor=trained from scratch2024.09 | 26.1 | 45.1 | |
| FeTrILT=20, feature_extractor=trained from scratch2024.09 | 25.7 | 39.5 | |
| IL2AT=10, feature_extractor=trained from scratch2024.09 | 25.3 | 42 | |
| FeCAMT=20, feature_extractor=trained from scratch2024.09 | 25.2 | 38.3 | |
| PASST=10, feature_extractor=trained from scratch2024.09 | 24.1 | 39.3 | |
| SSRET=10, feature_extractor=trained from scratch2024.09 | 22.9 | 38.8 | |
| IL2AT=20, feature_extractor=trained from scratch2024.09 | 19.8 | 35.5 | |
| PASST=20, feature_extractor=trained from scratch2024.09 | 18.7 | 32 | |
| EWCT=10, feature_extractor=trained from scratch2024.09 | 17.6 | 32.6 | |
| SSRET=20, feature_extractor=trained from scratch2024.09 | 17.3 | 30.6 | |
| LwFT=20, feature_extractor=trained from scratch2024.09 | 15 | 32.9 | |
| EWCT=20, feature_extractor=trained from scratch2024.09 | 11.3 | 26.8 |