Zero-Shot Learning on AWA2 (unseen)
94.9Top-1 AccSTHS-WGAN
Evaluation results
| Method | Links | |
|---|---|---|
| STHS-WGANLearning Setting=Transductive2021.06 | 94.9 | |
| SDGNLearning Setting=Transductive2021.06 | 93.4 | |
| TF-VAEGANLearning Setting=Transductive2021.06 | 92.1 | |
| STHS-S2VLearning Setting=Transductive2021.06 | 91.4 | |
| f-VAEGAN-D2Learning Setting=Transductive2021.06 | 89.8 | |
| SABR-TLearning Setting=Transductive2021.06 | 88.9 | |
| GXELearning Setting=Transductive2021.06 | 83.2 | |
| VSCLearning Setting=Transductive2021.06 | 81.7 | |
| QFSLLearning Setting=Inductive2021.06 | 79.7 | |
| GFZSLLearning Setting=Inductive2021.06 | 78.6 | |
| PRENLearning Setting=Transductive2021.06 | 78.6 | |
| ADALearning Setting=Transductive2021.06 | 78.6 | |
| DSRLLearning Setting=Inductive2021.06 | 72.8 | |
| OCD-GZSLLearning Setting=Inductive2021.06 | 71.3 | |
| TCNLearning Setting=Inductive2021.06 | 71.2 | |
| ALE-tranLearning Setting=Inductive2021.06 | 70.7 | |
| ABPLearning Setting=Inductive2021.06 | 70.4 | |
| DE-VAELearning Setting=Inductive2021.06 | 69.3 | |
| APNetLearning Setting=Inductive2021.06 | 68 | |
| DEMLearning Setting=Inductive2021.06 | 67.1 | |
| VGSE-SMOZSL Model=APN, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Non-Generative2022.03 | 64 | |
| VGSE-SMOZSL Model=SJE, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Non-Generative2022.03 | 62.4 | |
| VGSE-SMOZSL Model=f-VAEGAN-D2, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Generative2022.03 | 61.3 | |
| DEVISELearning Setting=Inductive2021.06 | 59.7 | |
| APNZSL Model=APN, Semantic Embeddings=w2v, Model Category=Non-Generative2022.03 | 59.6 | |
| f-VAEGAN-D2ZSL Model=f-VAEGAN-D2, Semantic Embeddings=w2v, Model Category=Generative2022.03 | 58.4 | |
| w2vExternal knowledge=w2v, ZSL model=f-VAEGAN-d2 [61]2022.03 | 58.4 | |
| ZSLNSExternal knowledge=T (online textual articles), ZSL model=f-VAEGAN-d2 [61]2022.03 | 57.4 | |
| LATEMLearning Setting=Inductive2021.06 | 55.8 | |
| CAAPExternal knowledge=T (online textual articles) and H (human annotation), ZSL model=f-VAEGAN-d2 [61]2022.03 | 55.3 | |
| VGSE-SMOZSL Model=GEM-ZSL, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Non-Generative2022.03 | 55.1 | |
| SAELearning Setting=Inductive2021.06 | 54.1 | |
| SJEZSL Model=SJE, Semantic Embeddings=w2v, Model Category=Non-Generative2022.03 | 53.7 | |
| VGSE-SMOZSL Model=CADA-VAE, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Generative2022.03 | 52.7 | |
| Auto-disExternal knowledge=T (online textual articles), ZSL model=f-VAEGAN-d2 [61]2022.03 | 52 | |
| GEM-ZSLZSL Model=GEM-ZSL, Semantic Embeddings=w2v, Model Category=Non-Generative2022.03 | 50.2 | |
| CADA-VAEZSL Model=CADA-VAE, Semantic Embeddings=w2v, Model Category=Generative2022.03 | 49 |