Metric: Average Incremental Accuracy (higher is better)
| # | Model↕ | Average Incremental Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | View-Batch(TCIL) | 79.23 | No | Do Your Best and Get Enough Rest for Continual L... | 2025-03-24 | Code |
| 2 | TCIL | 77.72 | No | Resolving Task Confusion in Dynamic Expansion Ar... | 2022-12-29 | Code |
| 3 | TCIL-Lite | 76.96 | No | Resolving Task Confusion in Dynamic Expansion Ar... | 2022-12-29 | Code |
| 4 | DER(w/o P) | 76.8 | No | DER: Dynamically Expandable Representation for C... | 2021-03-31 | Code |
| 5 | BiC | 73.1 | No | Large Scale Incremental Learning | 2019-05-30 | Code |
| 6 | WA | 72.81 | No | Maintaining Discrimination and Fairness in Class... | 2019-11-16 | Code |
| 7 | iCaRL | 71.14 | No | iCaRL: Incremental Classifier and Representation... | 2016-11-23 | Code |
| 8 | RPSNet | 70.5 | No | An Adaptive Random Path Selection Approach for I... | 2019-06-03 | Code |
| 9 | PODNet | 66.7 | No | PODNet: Pooled Outputs Distillation for Small-Ta... | 2020-04-28 | Code |
| 10 | UCIR | 62.77 | No | - | - | Code |