| Paper | Code | 5 shot | ModelName | ReleaseDate |
|---|---|---|---|---|
| Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms | ✓ Link | 71.59 | MSENet | 2024-09-12 |
| StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning | ✓ Link | 70.90 | StyleAdv-FT | 2023-02-18 |
| Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning | ✓ Link | 70.31 | wave-SAN | 2022-03-15 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | ✓ Link | 69.83 | ATA-FT | 2021-04-29 |
| StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning | ✓ Link | 68.72 | StyleAdv | 2023-02-18 |
| Adversarial Feature Augmentation for Cross-domain Few-shot Classification | ✓ Link | 68.25 | AFA | 2022-08-23 |
| Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation | ✓ Link | 66.98 | FWT | 2020-01-23 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | ✓ Link | 66.22 | ATA | 2021-04-29 |
| A Broader Study of Cross-Domain Few-Shot Learning | ✓ Link | 64.14 | BSCD-FSL | 2019-12-16 |