Exemplar-Free Class-Incremental Learning on CIFAR-100 (test)
60.2Accuracy Last (Alast)AdaGauss
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaGaussT=10, feature_extractor=trained from scratch2024.09 | 60.2 | 46.1 | |
| EFCT=10, feature_extractor=trained from scratch2024.09 | 58.6 | 43.6 | |
| ADCT=5, seeds=52024.05 | 58.12 | 69.29 | |
| LwFT=10, feature_extractor=trained from scratch2024.09 | 53.9 | 32.8 | |
| NCMT=5, seeds=52024.05 | 52.68 | 65.91 | |
| AdaGaussT=20, feature_extractor=trained from scratch2024.09 | 52.4 | 37.8 | |
| SDCT=5, seeds=52024.05 | 52.26 | 63.88 | |
| FeTrILT=10, feature_extractor=trained from scratch2024.09 | 51.2 | 34.9 | |
| EWCT=10, feature_extractor=trained from scratch2024.09 | 49.1 | 31.2 | |
| IL2AT=10, feature_extractor=trained from scratch2024.09 | 48.4 | 31.7 | |
| FeCAMT=10, feature_extractor=trained from scratch2024.09 | 48.3 | 32.4 | |
| PASST=10, feature_extractor=trained from scratch2024.09 | 47.9 | 30.5 | |
| SSRET=10, feature_extractor=trained from scratch2024.09 | 47.3 | 30.4 | |
| EFCT=20, feature_extractor=trained from scratch2024.09 | 47.3 | 32.2 | |
| FeCAMT=5, seeds=52024.05 | 46.93 | 61.49 | |
| LwFT=5, seeds=52024.05 | 45.67 | 62.12 | |
| FeTrILT=5, seeds=52024.05 | 45.52 | 60.84 | |
| ADCT=10, seeds=52024.05 | 45.43 | 59.59 | |
| SDCT=10, seeds=52024.05 | 40.65 | 56.18 | |
| NCMT=10, seeds=52024.05 | 40.53 | 56.21 | |
| IL2AT=20, feature_extractor=trained from scratch2024.09 | 40.2 | 23 | |
| FeTrILT=20, feature_extractor=trained from scratch2024.09 | 38.5 | 23.3 | |
| LwFT=20, feature_extractor=trained from scratch2024.09 | 38.4 | 17.4 | |
| FeTrILT=10, seeds=52024.05 | 37 | 52.08 | |
| FeCAMT=20, feature_extractor=trained from scratch2024.09 | 34.1 | 20.6 | |
| FeCAMT=10, seeds=52024.05 | 33.13 | 48.1 | |
| PASST=20, feature_extractor=trained from scratch2024.09 | 32.9 | 17.4 | |
| SSRET=20, feature_extractor=trained from scratch2024.09 | 32.5 | 17.5 | |
| EWCT=20, feature_extractor=trained from scratch2024.09 | 31 | 17.4 | |
| LwFT=10, seeds=52024.05 | 26.59 | 45.6 |