Generalized Zero-Shot Learning 벤치마크
Generalized Zero-Shot Learning on SUN Attribute
Harmonic mean
- 2017-12-04 — f-CLSWGAN: Harmonic mean 39.4
- 2019-03-25 — f-VAEGAN: Harmonic mean 41.3
- 2020-03-17 — GZSL_TF-VAEGAN: Harmonic mean 43.0
- 2023-04-06 — SPOT (CMC-GAN): Harmonic mean 46.4
- 2024-06-05 — ZeroDiff: Harmonic mean 59.8
| Rank | Model | Harmonic mean | H | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | ZeroDiff | 59.8 | – | Exploring Data Efficiency in Zero-Shot Learning with Diffusion Models | 2024 | |
| 2 | SPOT (CMC-GAN) | 46.4 | – | Synthetic Sample Selection for Generalized Zero-Shot Learning | 2023 | |
| 3 | GZSL_TF-VAEGAN | 43 | – | Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification | akshitac8/tfvaegan | 2020 |
| 4 | f-VAEGAN | 41.3 | – | f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning | 2019 | |
| 5 | LisGAN | 40.2 | – | Leveraging the Invariant Side of Generative Zero-Shot Learning | lijin118/LisGAN | 2019 |
| 6 | Cycle-WGAN | 39.4 | – | Multi-modal Cycle-consistent Generalized Zero-Shot Learning | rfelixmg/frwgan-eccv18 | 2018 |
| 6 | f-CLSWGAN | 39.4 | – | Feature Generating Networks for Zero-Shot Learning | akku1506/Feature-Generating-Networks-for-ZSL · Abhipanda4/Feature-Generating-Networks · mkara44/f-clswgan_pytorch · +1 | 2017 |
| 8 | TCN | 34.0 | – | Transferable Contrastive Network for Generalized Zero-Shot Learning | 2019 | |
| 9 | WGAN+ZLAP | – | 43.2 | Zero-Shot Logit Adjustment | cdb342/ijcai-2022-zla | 2022 |