Paper | Code | Accuracy | ModelName | ReleaseDate |
---|---|---|---|---|
Multi-scale Adaptive Task Attention Network for Few-Shot Learning | 73.15 | MATANet | 2020-11-30 | |
Multi-level Metric Learning for Few-shot Image Recognition | 72.43 | MML(KL) | 2021-03-21 | |
Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning | ✓ Link | 61.51 | DN4-DA (k=1) | 2019-03-28 |
Few-Shot Learning with Graph Neural Networks | ✓ Link | 55.85 | GNN++ | 2017-11-10 |
Prototypical Networks for Few-shot Learning | ✓ Link | 40.90 | Prototypical Nets++ | 2017-03-15 |
Matching Networks for One Shot Learning | ✓ Link | 34.80 | Matching Nets FCE++ | 2016-06-13 |