Zero-Shot Learning on FLO
96Top-1 AccuracyTF-VAEGAN
Evaluation results
| Method | Links | |
|---|---|---|
| TF-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 96 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=true2019.03 | 95.4 | |
| f-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 95.4 | |
| TF-VAEGANSetting=Transductive (TR)2020.03 | 92.6 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=false2019.03 | 89.1 | |
| f-VAEGANSetting=Transductive (TR)2020.03 | 89.1 | |
| GFZSLLearning Setting=Transductive, Fine-tuned=false2019.03 | 85.4 | |
| GFZSLSetting=Transductive (TR)2020.03 | 85.4 | |
| TF-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 74.7 | |
| ALEFeature Generator=f-CLSWGAN2017.12 | 71.2 | |
| TF-VAEGANSetting=Inductive (IN)2020.03 | 70.8 | |
| TF-VAEGAN2021.03 | 70.8 | |
| CE-GZSL2021.03 | 70.6 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=true2019.03 | 70.4 | |
| f-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 70.4 | |
| Cycle-CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 70.3 | |
| Cycle-WGANSetting=Inductive (IN)2020.03 | 70.3 | |
| cycle-CLSWGAN2021.03 | 70.1 | |
| LisGANSetting=Inductive (IN)2020.03 | 69.6 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=false2019.03 | 67.7 | |
| f-VAEGANSetting=Inductive (IN)2020.03 | 67.7 | |
| f-VAEGAN-D22021.03 | 67.7 | |
| SJEFeature Generator=f-CLSWGAN2017.12 | 67.4 | |
| SoftmaxFeature Generator=f-CLSWGAN2017.12 | 67.2 | |
| CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 67.2 | |
| f-CLSWGANSetting=Inductive (IN)2020.03 | 67.2 | |
| f-CLSWGAN2021.03 | 67.2 | |
| LATEMFeature Generator=f-CLSWGAN2017.12 | 60.8 | |
| DEVISEFeature Generator=f-CLSWGAN2017.12 | 60.4 | |
| UE-finetuneSetting=Fine-tuned Transductive (FT-TR)2020.03 | 58.3 | |
| DSRLLearning Setting=Transductive, Fine-tuned=false2019.03 | 57.7 | |
| DSRLSetting=Transductive (TR)2020.03 | 57.7 | |
| ESZSLFeature Generator=f-CLSWGAN2017.12 | 54.3 | |
| SJEFeature Generator=none2017.12 | 53.4 | |
| SJE2021.03 | 53.4 | |
| ESZSLFeature Generator=none2017.12 | 51 | |
| ESZSL2021.03 | 51 | |
| ALEFeature Generator=none2017.12 | 48.5 | |
| ALELearning Setting=Inductive, Fine-tuned=false2019.03 | 48.5 | |
| ALE2021.03 | 48.5 | |
| ALE-tranLearning Setting=Transductive, Fine-tuned=false2019.03 | 48.3 | |
| ALE-tranSetting=Transductive (TR)2020.03 | 48.3 | |
| DEVISEFeature Generator=none2017.12 | 45.9 | |
| DEVISE2021.03 | 45.9 | |
| LATEMFeature Generator=none2017.12 | 40.4 | |
| LATEM2021.03 | 40.4 |