Generalized Zero-Shot Learning on FLO
96.1u (Unseen Acc)TF-VAEGAN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TF-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 96.1 | 97.6 | 96.8 | |
| TF-VAEGANSetting=Transductive (TR)2020.03 | 91.8 | 93.2 | 92.5 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=true2019.03 | 91 | 97.4 | 94.1 | |
| f-VAEGANSetting=Fine-tuned Transductive (FT-TR)2020.03 | 91 | 97.4 | 94.1 | |
| f-VAEGAN-D2Learning Setting=Transductive, Fine-tuned=false2019.03 | 78.7 | 87.2 | 82.7 | |
| f-VAEGANSetting=Transductive (TR)2020.03 | 78.7 | 87.2 | 82.7 | |
| TF-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 69.5 | 92.5 | 79.4 | |
| MSDN++2026.03 | 69.2 | 80.7 | 74.5 | |
| CE-GZSL2021.03 | 69 | 78.7 | 73.5 | |
| RFF-GZSL2021.03 | 65.2 | 78.2 | 71.1 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=true2019.03 | 63.3 | 92.4 | 75.1 | |
| f-VAEGANSetting=Fine-tuned Inductive (FT-IN)2020.03 | 63.3 | 92.4 | 75.1 | |
| TF-VAEGANSetting=Inductive (IN)2020.03 | 62.5 | 84.1 | 71.7 | |
| TF-VAEGAN2021.03 | 62.5 | 84.1 | 71.7 | |
| TF-VAEGAN2026.03 | 62.5 | 84.1 | 71.7 | |
| MSDNVersion=Conference Version2026.03 | 62.2 | 81 | 70.3 | |
| Cycle-CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 61.6 | 69.2 | 65.2 | |
| Cycle-WGANSetting=Inductive (IN)2020.03 | 61.6 | 69.2 | 65.2 | |
| EG-part-net2026.03 | 61.5 | 81.4 | 70.1 | |
| f-CLSWGAN2026.03 | 59.3 | 74.2 | 65.9 | |
| cycle-CLSWGAN2021.03 | 59.2 | 72.5 | 65.1 | |
| SoftmaxFeature Generator=f-CLSWGAN2017.12 | 59 | 73.8 | 65.6 | |
| CLSWGANLearning Setting=Inductive, Fine-tuned=false2019.03 | 59 | 73.8 | 65.6 | |
| f-CLSWGANSetting=Inductive (IN)2020.03 | 59 | 73.8 | 65.6 | |
| f-CLSWGAN2021.03 | 59 | 73.8 | 65.6 | |
| LisGANSetting=Inductive (IN)2020.03 | 57.7 | 83.8 | 68.3 | |
| LisGAN2021.03 | 57.7 | 83.8 | 68.3 | |
| DEMBackbone=ResNet-101, Split setting=PS2022.03 | 57.2 | 67.7 | 62 | |
| f-VAEGAN-D2Learning Setting=Inductive, Fine-tuned=false2019.03 | 56.8 | 74.9 | 64.6 | |
| f-VAEGANSetting=Inductive (IN)2020.03 | 56.8 | 74.9 | 64.6 | |
| f-VAEGAN-D22021.03 | 56.8 | 74.9 | 64.6 | |
| f-VAEGAN-D2Backbone=ResNet-101, Split setting=PS2022.03 | 56.8 | 74.9 | 64.6 | |
| f-VAEGAN-D22026.03 | 56.8 | 74.9 | 64.6 | |
| ALEFeature Generator=f-CLSWGAN2017.12 | 54.3 | 60.3 | 57.1 | |
| TDCSSBackbone=ResNet-101, Split setting=PS2022.03 | 54.1 | 85.1 | 66.2 | |
| SJEFeature Generator=f-CLSWGAN2017.12 | 52.1 | 56.2 | 54.1 | |
| RELATION NETBackbone=ResNet-101, Split setting=PS2022.03 | 50.8 | 88.5 | 64.5 | |
| LATEMFeature Generator=f-CLSWGAN2017.12 | 47.2 | 37.7 | 41.9 | |
| DEVISEFeature Generator=f-CLSWGAN2017.12 | 45 | 38.6 | 41.6 | |
| DSRLLearning Setting=Transductive, Fine-tuned=false2019.03 | 26.9 | 64.3 | 37.9 | |
| DSRLSetting=Transductive (TR)2020.03 | 26.9 | 64.3 | 37.9 | |
| ESZSLFeature Generator=f-CLSWGAN2017.12 | 25.3 | 69.2 | 37.1 | |
| GFZSLLearning Setting=Transductive, Fine-tuned=false2019.03 | 21.8 | 75 | 33.8 | |
| GFZSLSetting=Transductive (TR)2020.03 | 21.8 | 75 | 33.8 | |
| SJEFeature Generator=none2017.12 | 13.9 | 47.6 | 21.5 | |
| ALE-tranLearning Setting=Transductive, Fine-tuned=false2019.03 | 13.6 | 61.4 | 22.2 | |
| ALE-tranSetting=Transductive (TR)2020.03 | 13.6 | 61.4 | 22.2 | |
| ALEFeature Generator=none2017.12 | 13.3 | 61.6 | 21.9 | |
| ALELearning Setting=Inductive, Fine-tuned=false2019.03 | 13.3 | 61.6 | 21.9 | |
| ESZSLFeature Generator=none2017.12 | 11.4 | 56.8 | 19 | |
| DEVISEFeature Generator=none2017.12 | 9.9 | 44.2 | 16.2 | |
| LATEMFeature Generator=none2017.12 | 6.6 | 47.6 | 11.5 |