Zero-Shot Learning on AWA
93Top-1 AccuracyTF-VAEGAN
Evaluation Results
| Method | Links | |
|---|---|---|
| TF-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 93 | |
| TF-VAEGANSetting=Transductive (TR)2020.03 | 92.1 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=false2019.03 | 89.8 | |
| f-VAEGANSetting=Transductive (TR)2020.03 | 89.8 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=true2019.03 | 89.3 | |
| f-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 89.3 | |
| SBAR-TSetting=Fine-tuned Transductive (FT-TR)2020.03 | 88.9 | |
| UE-finetuneLearning Setting=Transductive, Fine-tuned=true2019.03 | 79.7 | |
| GFZSLLearning Setting=Transductive, Fine-tuned=false2019.03 | 78.6 | |
| GFZSLSetting=Transductive (TR)2020.03 | 78.6 | |
| UE-finetuneSetting=Fine-tuned Transductive (FT-TR)2020.03 | 74.9 | |
| TF-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 73.4 | |
| DSRLLearning Setting=Transductive, Fine-tuned=false2019.03 | 72.8 | |
| DSRLSetting=Transductive (TR)2020.03 | 72.8 | |
| TF-VAEGANSetting=Inductive (IN)2020.03 | 72.2 | |
| TCNSetting=Inductive (IN)2020.03 | 71.2 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=false2019.03 | 71.1 | |
| f-VAEGANSetting=Inductive (IN)2020.03 | 71.1 | |
| ALE-tranLearning Setting=Transductive, Fine-tuned=false2019.03 | 70.7 | |
| ALE-tranSetting=Transductive (TR)2020.03 | 70.7 | |
| LisGANSetting=Inductive (IN)2020.03 | 70.6 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=true2019.03 | 70.3 | |
| f-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 70.3 | |
| SE-GZSLLearning Setting=Inductive, Fine-tuned=false2019.03 | 69.2 | |
| CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 68.2 | |
| f-CLSWGANSetting=Inductive (IN)2020.03 | 68.2 | |
| Cycle-CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 66.8 | |
| Cycle-WGANSetting=Inductive (IN)2020.03 | 66.8 | |
| ALELearning Setting=Inductive, Fine-tuned=false2019.03 | 59.9 | |
| SBAR-ISetting=Fine-tuned Inductive (FT-IN)2020.03 | 55 |