Metric: Final Accuracy Top-5 (higher is better)
| # | Model↕ | Final Accuracy Top-5▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TCIL | 88.84 | No | Resolving Task Confusion in Dynamic Expansion Ar... | 2022-12-29 | Code |
| 2 | DER | 88.38 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 3 | DyTox | 87.98 | No | DyTox: Transformers for Continual Learning with ... | 2021-11-22 | Code |
| 4 | TCIL-Lite | 87.94 | No | Resolving Task Confusion in Dynamic Expansion Ar... | 2022-12-29 | Code |
| 5 | DER w/o Pruning | 87.52 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 6 | BiC | 84.4 | No | Large Scale Incremental Learning | 2019-05-30 | Code |
| 7 | WA | 84.1 | No | Maintaining Discrimination and Fairness in Class... | 2019-11-16 | Code |
| 8 | E2E | 80.29 | No | End-to-End Incremental Learning | 2018-07-25 | Code |
| 9 | RPSNet | 74 | No | An Adaptive Random Path Selection Approach for I... | 2019-06-03 | Code |
| 10 | iCaRL | 63.8 | No | iCaRL: Incremental Classifier and Representation... | 2016-11-23 | Code |