Metric: Average Accuracy (higher is better)
| # | Model↕ | Average Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PriViLege | 88.08 | No | Pre-trained Vision and Language Transformers Are... | 2024-04-02 | Code |
| 2 | SV-T | 76.84 | No | Semantic-visual Guided Transformer for Few-shot ... | 2023-03-27 | - |
| 3 | NC-FSCIL | 67.5 | No | - | - | Code |
| 4 | FACT | 62.24 | No | Forward Compatible Few-Shot Class-Incremental Le... | 2022-03-14 | Code |
| 5 | LIMIT | 61.85 | No | Few-Shot Class-Incremental Learning by Sampling ... | 2022-03-31 | Code |
| 6 | C-FSCIL | 61.67 | No | Constrained Few-shot Class-incremental Learning | 2022-03-30 | Code |
| 7 | CEC | 59.53 | No | Few-Shot Incremental Learning with Continually E... | 2021-04-07 | Code |
| 8 | F2M | 53.69 | No | Overcoming Catastrophic Forgetting in Incrementa... | 2021-10-30 | Code |
| 9 | AL-MML | 42.62 | No | Few-Shot Class-Incremental Learning | 2020-04-23 | Code |