| Paper | Code | Per-Class Accuracy (1-shot) | Per-Class Accuracy (2-shots) | Per-Class Accuracy (5-shots) | Per-Class Accuracy (10-shots) | Per-Class Accuracy (20-shots) | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|
| Better Generalized Few-Shot Learning Even Without Base Data | ✓ Link | 69.9 | 76.4 | 81.2 | 82.2 | MVCN | 2022-11-29 | |
| Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders | ✓ Link | 69.6 | 73.7 | 78.1 | 80.2 | 80.9 | CADA-VAE | 2018-12-05 |
| Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders | ✓ Link | 68.0 | 73.0 | 75.6 | 76.8 | DA-VAE | 2019-06-01 | |
| From Generalized zero-shot learning to long-tail with class descriptors | ✓ Link | 67.1 | 69.1 | 76.7 | 81.9 | 83.3 | DRAGON | 2020-04-05 |
| Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders | ✓ Link | 64.0 | 71.3 | 76.6 | 79.0 | CA-VAE | 2019-06-01 | |
| Learning Robust Visual-Semantic Embeddings | 56.1 | 60.3 | 64.1 | 67.8 | REVISE | 2017-03-17 |