Metric: Average Incremental Accuracy Top-5 (higher is better)
| # | Model↕ | Average Incremental Accuracy Top-5▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TCIL | 94.17 | No | Resolving Task Confusion in Dynamic Expansion Ar... | 2022-12-29 | Code |
| 2 | TCIL-Lite | 93.6 | No | Resolving Task Confusion in Dynamic Expansion Ar... | 2022-12-29 | Code |
| 3 | DER w/o Pruning | 93.23 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 4 | DER | 92.79 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 5 | DyTox | 92.04 | No | DyTox: Transformers for Continual Learning with ... | 2021-11-22 | Code |
| 6 | WA | 91 | No | Maintaining Discrimination and Fairness in Class... | 2019-11-16 | Code |
| 7 | BiC | 90.6 | No | Large Scale Incremental Learning | 2019-05-30 | Code |
| 8 | E2E | 89.92 | No | End-to-End Incremental Learning | 2018-07-25 | Code |
| 9 | RPSNet | 87.9 | No | An Adaptive Random Path Selection Approach for I... | 2019-06-03 | Code |
| 10 | iCaRL | 83.6 | No | iCaRL: Incremental Classifier and Representation... | 2016-11-23 | Code |