| Paper | Code | average top-1 classification accuracy | Accuracy Seen | Accuracy Unseen | H | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|
| Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models | 77.3 | ZeroDiff | 2024-06-05 | ||||
| Synthetic Sample Selection for Generalized Zero-Shot Learning | 66.04 | SPOT (VAEGAN) | 2023-04-06 | ||||
| Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification | ✓ Link | 66 | ZSL_TF-VAEGAN | 2020-03-17 | |||
| f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning | 64.7 | f-VAEGAN | 2019-03-25 | ||||
| DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning | ✓ Link | 64.4 | 45.8 | 45.7 | 45.8 | DUET (Ours) | 2022-07-04 |
| Leveraging the Invariant Side of Generative Zero-Shot Learning | ✓ Link | 61.7 | LisGAN | 2019-04-08 | |||
| Transferable Contrastive Network for Generalized Zero-Shot Learning | 61.5 | TCN | 2019-08-16 | ||||
| Feature Generating Networks for Zero-Shot Learning | ✓ Link | 60.8 | f-CLSWGAN | 2017-12-04 | |||
| Multi-modal Cycle-consistent Generalized Zero-Shot Learning | ✓ Link | 59.9 | Cycle-WGAN | 2018-08-01 |