Metric: 5 shot (higher is better)
| # | Model↕ | 5 shot▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MSENet | 71.59 | No | Enhancing Few-Shot Image Classification through ... | 2024-09-12 | Code |
| 2 | StyleAdv-FT | 70.9 | No | StyleAdv: Meta Style Adversarial Training for Cr... | 2023-02-18 | Code |
| 3 | wave-SAN | 70.31 | No | Wave-SAN: Wavelet based Style Augmentation Netwo... | 2022-03-15 | Code |
| 4 | ATA-FT | 69.83 | No | Cross-Domain Few-Shot Classification via Adversa... | 2021-04-29 | Code |
| 5 | StyleAdv | 68.72 | No | StyleAdv: Meta Style Adversarial Training for Cr... | 2023-02-18 | Code |
| 6 | AFA | 68.25 | No | Adversarial Feature Augmentation for Cross-domai... | 2022-08-23 | Code |
| 7 | FWT | 66.98 | No | Cross-Domain Few-Shot Classification via Learned... | 2020-01-23 | Code |
| 8 | ATA | 66.22 | No | Cross-Domain Few-Shot Classification via Adversa... | 2021-04-29 | Code |
| 9 | BSCD-FSL | 64.14 | No | A Broader Study of Cross-Domain Few-Shot Learning | 2019-12-16 | Code |