Metric: Average Incremental Accuracy Top-5 (higher is better)
| # | Model↕ | Average Incremental Accuracy Top-5▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DyTox | 88.59 | No | DyTox: Transformers for Continual Learning with ... | 2021-11-22 | Code |
| 2 | DER w/o Pruning | 88.17 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 3 | DER | 87.08 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 4 | WA | 86.6 | No | Maintaining Discrimination and Fairness in Class... | 2019-11-16 | Code |
| 5 | BiC | 84 | No | Large Scale Incremental Learning | 2019-05-30 | Code |
| 6 | E2E | 72.09 | No | End-to-End Incremental Learning | 2018-07-25 | Code |
| 7 | iCaRL | 63.7 | No | iCaRL: Incremental Classifier and Representation... | 2016-11-23 | Code |