| Paper | Code | Harmonic mean | H | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models | 59.8 | ZeroDiff | 2024-06-05 | ||
| Synthetic Sample Selection for Generalized Zero-Shot Learning | 46.4 | SPOT (CMC-GAN) | 2023-04-06 | ||
| Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification | ✓ Link | 43 | GZSL_TF-VAEGAN | 2020-03-17 | |
| f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning | 41.3 | f-VAEGAN | 2019-03-25 | ||
| Leveraging the Invariant Side of Generative Zero-Shot Learning | ✓ Link | 40.2 | LisGAN | 2019-04-08 | |
| Multi-modal Cycle-consistent Generalized Zero-Shot Learning | ✓ Link | 39.4 | Cycle-WGAN | 2018-08-01 | |
| Feature Generating Networks for Zero-Shot Learning | ✓ Link | 39.4 | f-CLSWGAN | 2017-12-04 | |
| Transferable Contrastive Network for Generalized Zero-Shot Learning | 34.0 | TCN | 2019-08-16 | ||
| Zero-Shot Logit Adjustment | ✓ Link | 43.2 | WGAN+ZLAP | 2022-04-25 |