Paper | Code | 10-stage average accuracy | ModelName | ReleaseDate |
---|---|---|---|---|
Split-and-Bridge: Adaptable Class Incremental Learning within a Single Neural Network | ✓ Link | 68.18 | S&B | 2021-07-03 |
Supervised Contrastive Learning | ✓ Link | 65.98 | SCR | 2020-04-23 |
iCaRL: Incremental Classifier and Representation Learning | ✓ Link | 63.24 | iCaRL | 2016-11-23 |
Learning a Unified Classifier Incrementally via Rebalancing | ✓ Link | 56.53 | LUCIR | 2019-06-01 |
Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning | ✓ Link | 54.44 | ABD | 2021-06-17 |
On Tiny Episodic Memories in Continual Learning | ✓ Link | 48.66 | EMR | 2019-02-27 |
Efficient Lifelong Learning with A-GEM | ✓ Link | 45.76 | A-GEM | 2018-12-02 |