Zero-shot Learning on SUN (unseen)
70.9Top-1 Accuracy (%)TF-VAEGAN
Evaluation results
| Method | Links | |
|---|---|---|
| TF-VAEGANLearning Setting=Transductive2021.06 | 70.9 | |
| STHS-S2VLearning Setting=Transductive2021.06 | 70.9 | |
| f-VAEGAN-D2Learning Setting=Transductive2021.06 | 70.1 | |
| SDGNLearning Setting=Transductive2021.06 | 68.4 | |
| SABR-TLearning Setting=Transductive2021.06 | 67.5 | |
| STHS-WGANLearning Setting=Transductive2021.06 | 67.5 | |
| GMNLearning Setting=Inductive2021.06 | 64.3 | |
| DE-VAELearning Setting=Inductive2021.06 | 64 | |
| GFZSLLearning Setting=Inductive2021.06 | 64 | |
| OCD-GZSLLearning Setting=Inductive2021.06 | 63.5 | |
| GXELearning Setting=Transductive2021.06 | 63.5 | |
| ADALearning Setting=Transductive2021.06 | 63.5 | |
| PRENLearning Setting=Transductive2021.06 | 62.8 | |
| LsrGANLearning Setting=Inductive2021.06 | 62.5 | |
| APNetLearning Setting=Inductive2021.06 | 62.3 | |
| VSCLearning Setting=Transductive2021.06 | 62.2 | |
| DEMLearning Setting=Zero-shot2019.04 | 61.9 | |
| DEMLearning Setting=Inductive2021.06 | 61.9 | |
| LisGANLearning Setting=Zero-shot2019.04 | 61.7 | |
| LIGANLearning Setting=Inductive2021.06 | 61.7 | |
| ABPLearning Setting=Inductive2021.06 | 61.5 | |
| TCNLearning Setting=Inductive2021.06 | 61.5 | |
| GAZSLLearning Setting=Zero-shot2019.04 | 61.3 | |
| f-CLSWGANLearning Setting=Zero-shot2019.04 | 60.8 | |
| f-CLSWGANLearning Setting=Inductive2021.06 | 60.8 | |
| QFSLLearning Setting=Inductive2021.06 | 58.3 | |
| ALELearning Setting=Zero-shot2019.04 | 58.1 | |
| DSRLLearning Setting=Inductive2021.06 | 56.8 | |
| DeViSELearning Setting=Zero-shot2019.04 | 56.5 | |
| DEVISELearning Setting=Inductive2021.06 | 56.5 | |
| SYNCLearning Setting=Zero-shot2019.04 | 56.3 | |
| ALE-tranLearning Setting=Inductive2021.06 | 55.7 | |
| LATEMLearning Setting=Inductive2021.06 | 55.3 | |
| ESZSLLearning Setting=Zero-shot2019.04 | 54.5 | |
| SJELearning Setting=Zero-shot2019.04 | 53.7 | |
| SSELearning Setting=Zero-shot2019.04 | 51.5 | |
| VGSE-SMOZSL Model=f-VAEGAN-D2, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Generative2022.03 | 41.1 | |
| SAELearning Setting=Zero-shot2019.04 | 40.3 | |
| SAELearning Setting=Inductive2021.06 | 40.3 | |
| VGSE-SMOZSL Model=CADA-VAE, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Generative2022.03 | 40.3 | |
| DAPLearning Setting=Zero-shot2019.04 | 39.9 | |
| f-VAEGAN-D2ZSL Model=f-VAEGAN-D2, Semantic Embeddings=w2v, Model Category=Generative2022.03 | 39.6 | |
| w2vExternal knowledge=w2v, ZSL model=f-VAEGAN-d2 [61]2022.03 | 39.6 | |
| CONSELearning Setting=Zero-shot2019.04 | 38.8 | |
| VGSE-SMOZSL Model=APN, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Non-Generative2022.03 | 38.1 | |
| CADA-VAEZSL Model=CADA-VAE, Semantic Embeddings=w2v, Model Category=Generative2022.03 | 37.8 | |
| VGSE-SMOZSL Model=SJE, Semantic Embeddings=VGSE-SMO (Ours), Model Category=Non-Generative2022.03 | 35.8 | |
| CAAPExternal knowledge=T (online textual articles) and H (human annotation), ZSL model=f-VAEGAN-d2 [61]2022.03 | 35.5 | |
| SJEZSL Model=SJE, Semantic Embeddings=w2v, Model Category=Non-Generative2022.03 | 26.3 | |
| APNZSL Model=APN, Semantic Embeddings=w2v, Model Category=Non-Generative2022.03 | 23.6 |