Metric: Average Accuracy (higher is better)
| # | Model↕ | Average Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PriViLege | 95.27 | No | Pre-trained Vision and Language Transformers Are... | 2024-04-02 | Code |
| 2 | SV-T | 85.07 | No | Semantic-visual Guided Transformer for Few-shot ... | 2023-03-27 | - |
| 3 | NC-FSCIL | 67.82 | No | - | - | Code |
| 4 | C-FSCIL | 61.61 | No | Constrained Few-shot Class-incremental Learning | 2022-03-30 | Code |
| 5 | FACT | 60.7 | No | Forward Compatible Few-Shot Class-Incremental Le... | 2022-03-14 | Code |
| 6 | LIMIT | 59.06 | No | Few-Shot Class-Incremental Learning by Sampling ... | 2022-03-31 | Code |
| 7 | CEC | 57.74 | No | Few-Shot Incremental Learning with Continually E... | 2021-04-07 | Code |
| 8 | F2M | 54.89 | No | Overcoming Catastrophic Forgetting in Incrementa... | 2021-10-30 | Code |
| 9 | IDLVQ-C | 51.16 | No | - | - | - |
| 10 | AL-MML | 39.64 | No | Few-Shot Class-Incremental Learning | 2020-04-23 | Code |