Metric: Last Accuracy (higher is better)
| # | Model↕ | Last Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PriViLege | 86.06 | No | Pre-trained Vision and Language Transformers Are... | 2024-04-02 | Code |
| 2 | CoACT | 84.63 | No | Few-shot Tuning of Foundation Models for Class-i... | 2024-05-26 | Code |
| 3 | SV-T | 69.75 | No | Semantic-visual Guided Transformer for Few-shot ... | 2023-03-27 | - |
| 4 | BOT | 58.75 | No | A Bag of Tricks for Few-Shot Class-Incremental L... | 2024-03-21 | - |
| 5 | NC-FSCIL | 56.11 | No | - | - | Code |
| 6 | FACT | 52.1 | No | Forward Compatible Few-Shot Class-Incremental Le... | 2022-03-14 | Code |
| 7 | LIMIT | 51.23 | No | Few-Shot Class-Incremental Learning by Sampling ... | 2022-03-31 | Code |
| 8 | C-FSCIL | 50.47 | No | Constrained Few-shot Class-incremental Learning | 2022-03-30 | Code |
| 9 | CEC | 49.14 | No | Few-Shot Incremental Learning with Continually E... | 2021-04-07 | Code |
| 10 | F2M | 44.65 | No | Overcoming Catastrophic Forgetting in Incrementa... | 2021-10-30 | Code |