Metric: average top-1 classification accuracy (higher is better)
| # | Model↕ | average top-1 classification accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ZeroDiff | 86.4 | No | Exploring Data Efficiency in Zero-Shot Learning ... | 2024-06-05 | - |
| 2 | ZSL-KG | 78.08 | No | Zero-Shot Learning with Common Sense Knowledge G... | 2020-06-18 | Code |
| 3 | ZSL_TF-VAEGAN | 72.2 | No | Latent Embedding Feedback and Discriminative Fea... | 2020-03-17 | Code |
| 4 | DUET (Ours) | 69.9 | No | DUET: Cross-modal Semantic Grounding for Contras... | 2022-07-04 | Code |