Metric: 5 shot (higher is better)
| # | Model↕ | 5 shot▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | StyleAdv-FT | 91.64 | No | StyleAdv: Meta Style Adversarial Training for Cr... | 2023-02-18 | Code |
| 2 | ATA-FT | 89.64 | No | Cross-Domain Few-Shot Classification via Adversa... | 2021-04-29 | Code |
| 3 | StyleAdv | 86.58 | No | StyleAdv: Meta Style Adversarial Training for Cr... | 2023-02-18 | Code |
| 4 | AFA | 85.58 | No | Adversarial Feature Augmentation for Cross-domai... | 2022-08-23 | Code |
| 5 | wave-SAN | 85.22 | No | Wave-SAN: Wavelet based Style Augmentation Netwo... | 2022-03-15 | Code |
| 6 | ATA | 83.75 | No | Cross-Domain Few-Shot Classification via Adversa... | 2021-04-29 | Code |
| 7 | GNN | 83.64 | No | Few-Shot Learning with Graph Neural Networks | 2017-11-10 | Code |
| 8 | FWT | 83.01 | No | Cross-Domain Few-Shot Classification via Learned... | 2020-01-23 | Code |
| 9 | BSCD-FSL | 79.08 | No | A Broader Study of Cross-Domain Few-Shot Learning | 2019-12-16 | Code |
| 10 | RFS+MLP | 78.13 | No | Improving Cross-domain Few-shot Classification w... | 2023-12-15 | Code |
| 11 | LRP | 77.14 | No | Explanation-Guided Training for Cross-Domain Few... | 2020-07-17 | Code |