Generalized Zero-Shot Learning on AWA1
91.3S ScoreRelationNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RelationNetAdditional synthetic data=false2019.04 | 91.3 | 31.4 | 46.7 | |
| CONSE2019.10 | 88.6 | 0.4 | 0.8 | |
| CMTFeature Size=20482018.12 | 87.6 | 0.9 | 1.8 | |
| SYNCFeature Size=20482018.12 | 87.3 | 8.9 | 16.2 | |
| SYNCAdditional synthetic data=false2019.04 | 87.3 | 8.9 | 16.2 | |
| DEMAdditional synthetic data=false2019.04 | 84.7 | 32.8 | 47.3 | |
| TAFE-NetAdditional synthetic data=false2019.04 | 84.4 | 50.5 | 63.2 | |
| CV +memEvaluation Setting=Online-CGZSL2022.03 | 81.35 | 39.63 | 53.29 | |
| IZF2021.03 | 80.5 | 61.3 | 69.6 | |
| Unified feature-generative frameworkEvaluation Setting=Online-CGZSL2022.03 | 78.99 | 69.33 | 73.33 | |
| CA +memEvaluation Setting=Online-CGZSL2022.03 | 78.56 | 37.41 | 50.43 | |
| SAE2019.10 | 77.1 | 1.8 | 3.5 | |
| Li et al.2021.03 | 77 | 62.7 | 69.1 | |
| TCN2021.03 | 76.5 | 49.4 | 60 | |
| LisGAN2021.03 | 76.3 | 52.6 | 62.3 | |
| ALEFeature Size=20482018.12 | 76.1 | 16.8 | 27.5 | |
| ALE2019.10 | 76.1 | 16.8 | 27.5 | |
| ALEAdditional synthetic data=false2019.04 | 76.1 | 16.8 | 27.5 | |
| EZSLFeature Size=20482018.12 | 75.6 | 6.6 | 12.1 | |
| ESZSL2019.10 | 75.6 | 6.6 | 12.1 | |
| ESZSLAdditional synthetic data=false2019.04 | 75.6 | 6.6 | 12.1 | |
| Seq-CADAEvaluation Setting=Online-CGZSL2022.03 | 75.45 | 23.28 | 45.58 | |
| RFF-GZSL2021.03 | 75.1 | 59.8 | 66.5 | |
| TF-VAEGAN2021.03 | 75.1 | 59.8 | 66.6 | |
| SJEFeature Size=20482018.12 | 74.6 | 11.3 | 19.6 | |
| SJEAdditional synthetic data=false2019.04 | 74.6 | 11.3 | 19.6 | |
| DVGR-CZSLEvaluation Setting=Online-CGZSL2022.03 | 73.55 | 44.21 | 55.22 | |
| CE-GZSL2021.03 | 73.4 | 65.3 | 69.1 | |
| CADA-VAEFeature Size=642018.12 | 72.8 | 57.3 | 64.1 | |
| CADA-VAE2021.03 | 72.8 | 57.3 | 64.1 | |
| Seq-CVAEEvaluation Setting=Online-CGZSL2022.03 | 72.41 | 26.39 | 38.68 | |
| LATEMFeature Size=20482018.12 | 71.7 | 7.3 | 13.3 | |
| LATEMAdditional synthetic data=false2019.04 | 71.7 | 7.3 | 13.3 | |
| DeViSEFeature Size=20482018.12 | 68.7 | 13.4 | 22.4 | |
| DEVISE2019.10 | 68.7 | 13.4 | 22.4 | |
| DeViSEAdditional synthetic data=false2019.04 | 68.7 | 13.4 | 22.4 | |
| SE2018.12 | 67.8 | 56.3 | 61.5 | |
| SE-GZSL2021.03 | 67.8 | 56.3 | 61.5 | |
| Zhu et al.2021.03 | 67.1 | 57.3 | 61.8 | |
| Tf-GCZSLEvaluation Setting=Online-CGZSL2022.03 | 65.01 | 50.43 | 56.8 | |
| cycle-CLSWGAN2021.03 | 64 | 56.9 | 60.2 | |
| f-CLSWGAN2018.12 | 61.4 | 57.9 | 59.6 | |
| f-CLSWGAN2021.03 | 61.4 | 57.9 | 59.6 | |
| f-CLSWGANAdditional synthetic data=true2019.04 | 57.9 | 61.4 | 59.6 | |
| SEAdditional synthetic data=true2019.04 | 56.3 | 67.8 | 61.5 | |
| EWCEvaluation Setting=Online-CGZSL2022.03 | 53.62 | — | — | |
| CJME2019.10 | 47.9 | 29.8 | 36.7 | |
| ReViSEFeature Size=75/1002018.12 | 37.1 | 46.1 | 41.1 | |
| Seq-fCLSWGANEvaluation Setting=Online-CGZSL2022.03 | 24.83 | 15.29 | 18.93 | |
| CVAEFeature Size=10242018.12 | — | — | 47.2 |