Metric: Last Accuracy (higher is better)
| # | Model↕ | Last Accuracy ▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CoACT | 96.24 | No | Few-shot Tuning of Foundation Models for Class-i... | 2024-05-26 | Code |
| 2 | PriViLege | 94.1 | No | Pre-trained Vision and Language Transformers Are... | 2024-04-02 | Code |
| 3 | SV-T | 81.65 | No | Semantic-visual Guided Transformer for Few-shot ... | 2023-03-27 | - |
| 4 | BOT | 59.57 | No | A Bag of Tricks for Few-Shot Class-Incremental L... | 2024-03-21 | - |
| 5 | NC-FSCIL | 58.31 | No | - | - | Code |
| 6 | C-FSCIL | 51.41 | No | Constrained Few-shot Class-incremental Learning | 2022-03-30 | Code |
| 7 | FACT | 50.49 | No | Forward Compatible Few-Shot Class-Incremental Le... | 2022-03-14 | Code |
| 8 | LIMIT | 49.19 | No | Few-Shot Class-Incremental Learning by Sampling ... | 2022-03-31 | Code |
| 9 | F2M | 47.84 | No | Overcoming Catastrophic Forgetting in Incrementa... | 2021-10-30 | Code |
| 10 | CEC | 47.63 | No | Few-Shot Incremental Learning with Continually E... | 2021-04-07 | Code |
| 11 | IDLVQ-C | 41.84 | No | - | - | - |
| 12 | AL-MML | 24.42 | No | Few-Shot Class-Incremental Learning | 2020-04-23 | Code |