Class-Incremental Learning on CIFAR-100 (test)
0.51BWT (Backward Transfer)ER-ACE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ER-ACEBuffer Size=2000, Backbone=ResNet-182026.05 | 0.51 | — | — | — | — | |
| ER-ACEBuffer Size=4000, Backbone=ResNet-182026.05 | 0.38 | — | — | — | — | |
| LODEBuffer Size=4000, Backbone=ResNet-182026.05 | -2.48 | — | — | — | — | |
| iCaRLBuffer Size=2000, Backbone=ResNet-182026.05 | -3.88 | — | — | — | — | |
| iCaRLBuffer Size=4000, Backbone=ResNet-182026.05 | -4.85 | — | — | — | — | |
| LODEBuffer Size=2000, Backbone=ResNet-182026.05 | -8.95 | — | — | — | — | |
| LUCIRBuffer Size=2000, Backbone=ResNet-182026.05 | -10.22 | — | — | — | — | |
| LUCIRBuffer Size=4000, Backbone=ResNet-182026.05 | -10.58 | — | — | — | — | |
| GDUMBBuffer Size=2000, Backbone=ResNet-182026.05 | -12.94 | — | — | — | — | |
| GDUMBBuffer Size=4000, Backbone=ResNet-182026.05 | -13.22 | — | — | — | — | |
| FTBuffer Size=—, Backbone=ResNet-182026.05 | -31.27 | — | — | — | — | |
| MANGOBuffer Size=4000, Backbone=ResNet-182026.05 | -35.7 | — | — | — | — | |
| MANGOBuffer Size=2000, Backbone=ResNet-182026.05 | -38.17 | — | — | — | — | |
| ERBuffer Size=4000, Backbone=ResNet-182026.05 | -41.51 | — | — | — | — | |
| ERBuffer Size=2000, Backbone=ResNet-182026.05 | -46.91 | — | — | — | — | |
| DER++Buffer Size=2000, Backbone=ResNet-182026.05 | -54.46 | — | — | — | — | |
| DER++Buffer Size=4000, Backbone=ResNet-182026.05 | -57.09 | — | — | — | — | |
| HALbuffer size=10002022.09 | -63.86 | 68.06 | 10.59 | 24.74 | — | |
| HALbuffer size=5002022.09 | -65.7 | 67.33 | 8.2 | 22.72 | — | |
| GEMbuffer size=10002022.09 | -68.32 | 84.28 | 22.79 | 34.09 | — | |
| MetaSP+RehSelbuffer size=10002022.09 | -68.69 | 87.55 | 25.72 | 45.48 | — | |
| MetaSPbuffer size=10002022.09 | -69.76 | 87.58 | 24.78 | 45.2 | — | |
| GSSbuffer size=10002022.09 | -76.04 | 86.31 | 17.87 | 31.82 | — | |
| MetaSP+RehSelbuffer size=5002022.09 | -76.13 | 87.81 | 19.28 | 39.23 | — | |
| GMEDbuffer size=10002022.09 | -76.23 | 87.29 | 18.67 | 38.69 | — | |
| MetaSPbuffer size=5002022.09 | -76.85 | 88.13 | 18.96 | 38.62 | — | |
| GEMbuffer size=5002022.09 | -77.07 | 85.28 | 15.91 | 29.38 | — | |
| ERbuffer size=10002022.09 | -77.52 | 87.33 | 17.56 | 32.45 | — | |
| MIRbuffer size=10002022.09 | -77.59 | 87.39 | 17.56 | 32.48 | — | |
| GSSbuffer size=5002022.09 | -80.02 | 86.03 | 14.01 | 28 | — | |
| GMEDbuffer size=5002022.09 | -80.68 | 87.18 | 14.56 | 33.41 | — | |
| ERbuffer size=5002022.09 | -81.64 | 87.23 | 13.75 | 28.88 | — | |
| MIRbuffer size=5002022.09 | -82.09 | 87.38 | 13.49 | 28.88 | — | |
| AGEMbuffer size=10002022.09 | -84.88 | 85.53 | 9.27 | 24.67 | — | |
| AGEMbuffer size=5002022.09 | -85.18 | 85.66 | 9.31 | 24.6 | — | |
| EWCBackbone=ViT-B/16 + PCA, Stored raw data=zero, Task oracle status=without a task oracle, Frozen representation=frozen coherence head2026.04 | — | — | — | — | 5.2 | |
| Finetune2022.09 | — | — | 3.1 | — | — | |
| Full IBFBackbone=ViT-B/16 + PCA, Stored raw data=zero, Task oracle status=without a task oracle, Frozen representation=frozen coherence head2026.04 | — | — | — | — | 52.8 | |
| GDUMB2022.09 | — | — | 11.11 | 9.14 | — | |
| Joint2022.09 | — | — | 15.75 | — | — | |
| MLPBackbone=ViT-B/16 + PCA, Stored raw data=zero, Task oracle status=without a task oracle, Frozen representation=frozen coherence head2026.04 | — | — | — | — | 4.9 | |
| Replay MLPBackbone=ViT-B/16 + PCA, Stored raw data=5,000 samples, Task oracle status=without a task oracle, Frozen representation=frozen coherence head2026.04 | — | — | — | — | 39.2 |