Generalized Zero-Shot Learning on AWA
93.1U MetricUE-finetune
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UE-finetuneLearning Setting=Transductive, Fine-tuned=true2019.03 | 93.1 | 66.2 | 77.4 | |
| UE-finetuneSetting=Fine-tuned Transductive (FT-TR)2020.03 | 93.1 | 66.2 | 77.4 | |
| TF-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 89.2 | 90 | 89.6 | |
| TF-VAEGANSetting=Transductive (TR)2020.03 | 87.3 | 89.6 | 88.4 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=true2019.03 | 86.3 | 88.7 | 87.5 | |
| f-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 86.3 | 88.7 | 87.5 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=false2019.03 | 84.8 | 88.6 | 86.7 | |
| f-VAEGANSetting=Transductive (TR)2020.03 | 84.8 | 88.6 | 86.7 | |
| SBAR-TSetting=Fine-tuned Transductive (FT-TR)2020.03 | 79.7 | 91 | 85 | |
| TCNSetting=Inductive (IN)2020.03 | 61.2 | 65.8 | 63.4 | |
| TF-VAEGANSetting=Inductive (IN)2020.03 | 59.8 | 75.1 | 66.6 | |
| Cycle-CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 59.6 | 63.4 | 59.8 | |
| Cycle-WGANSetting=Inductive (IN)2020.03 | 59.6 | 63.4 | 59.8 | |
| SE-GZSLLearning Setting=Inductive, Fine-tuned=false2019.03 | 58.3 | 68.1 | 62.8 | |
| SoftmaxFeature Generator=f-CLSWGAN2017.12 | 57.9 | 61.4 | 59.6 | |
| CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 57.9 | 61.4 | 59.6 | |
| f-CLSWGANSetting=Inductive (IN)2020.03 | 57.9 | 61.4 | 59.6 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=false2019.03 | 57.6 | 70.6 | 63.5 | |
| f-VAEGANSetting=Inductive (IN)2020.03 | 57.6 | 70.6 | 63.5 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=true2019.03 | 57.1 | 76.1 | 65.2 | |
| f-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 57.1 | 76.1 | 65.2 | |
| TF-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 55.5 | 83.6 | 66.7 | |
| LisGANSetting=Inductive (IN)2020.03 | 52.6 | 76.3 | 62.3 | |
| ALEFeature Generator=f-CLSWGAN2017.12 | 47.6 | 57.2 | 52 | |
| SJEFeature Generator=f-CLSWGAN2017.12 | 37.9 | 70.1 | 49.2 | |
| DEVISEFeature Generator=f-CLSWGAN2017.12 | 35 | 62.8 | 45 | |
| LATEMFeature Generator=f-CLSWGAN2017.12 | 33 | 61.5 | 43 | |
| GFZSLLearning Setting=Transductive, Fine-tuned=false2019.03 | 31.7 | 67.2 | 43.1 | |
| GFZSLSetting=Transductive (TR)2020.03 | 31.7 | 67.2 | 43.1 | |
| ESZSLFeature Generator=f-CLSWGAN2017.12 | 31.1 | 72.8 | 43.6 | |
| SBAR-ISetting=Fine-tuned Inductive (FT-IN)2020.03 | 30.3 | 93.9 | 46.9 | |
| DSRLLearning Setting=Transductive, Fine-tuned=false2019.03 | 20.8 | 74.7 | 32.6 | |
| DSRLSetting=Transductive (TR)2020.03 | 20.8 | 74.7 | 32.6 | |
| ALEFeature Generator=none2017.12 | 16.8 | 76.1 | 27.5 | |
| ALELearning Setting=Inductive, Fine-tuned=false2019.03 | 16.8 | 76.1 | 27.5 | |
| DEVISEFeature Generator=none2017.12 | 13.4 | 68.7 | 22.4 | |
| ALE-tranLearning Setting=Transductive, Fine-tuned=false2019.03 | 12.6 | 73 | 21.5 | |
| ALE-tranSetting=Transductive (TR)2020.03 | 12.6 | 73 | 21.5 | |
| SJEFeature Generator=none2017.12 | 11.3 | 74.6 | 19.6 | |
| LATEMFeature Generator=none2017.12 | 7.3 | 71.7 | 13.3 | |
| ESZSLFeature Generator=none2017.12 | 6.6 | 75.6 | 12.1 |