Metric: Harmonic mean (higher is better)
| # | Model↕ | Harmonic mean▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ZeroDiff | 59.8 | No | Exploring Data Efficiency in Zero-Shot Learning ... | 2024-06-05 | - |
| 2 | SPOT (CMC-GAN) | 46.4 | No | Synthetic Sample Selection for Generalized Zero-... | 2023-04-06 | - |
| 3 | GZSL_TF-VAEGAN | 43 | No | Latent Embedding Feedback and Discriminative Fea... | 2020-03-17 | Code |
| 4 | f-VAEGAN | 41.3 | No | f-VAEGAN-D2: A Feature Generating Framework for ... | 2019-03-25 | - |
| 5 | LisGAN | 40.2 | No | Leveraging the Invariant Side of Generative Zero... | 2019-04-08 | Code |
| 6 | Cycle-WGAN | 39.4 | No | Multi-modal Cycle-consistent Generalized Zero-Sh... | 2018-08-01 | Code |
| 7 | f-CLSWGAN | 39.4 | No | Feature Generating Networks for Zero-Shot Learning | 2017-12-04 | Code |
| 8 | TCN | 34 | No | Transferable Contrastive Network for Generalized... | 2019-08-16 | - |