Generalized Zero-shot Learning on aPY
77.74Seen AccuracyCV +mem
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CV +memEvaluation Setting=Online-CGZSL2022.03 | 77.74 | 27.62 | 40.76 | |
| DeViSEAdditional synthetic data=false2019.04 | 76.9 | 4.9 | 9.2 | |
| Unified feature-generative frameworkEvaluation Setting=Online-CGZSL2022.03 | 75.79 | 37.72 | 49.11 | |
| TAFE-NetAdditional synthetic data=false2019.04 | 75.4 | 24.3 | 36.8 | |
| DEMAdditional synthetic data=false2019.04 | 75.1 | 11.1 | 19.4 | |
| ALEAdditional synthetic data=false2019.04 | 73.7 | 4.6 | 8.7 | |
| LATEMAdditional synthetic data=false2019.04 | 73 | 0.1 | 0.2 | |
| ESZSLAdditional synthetic data=false2019.04 | 70.1 | 2.4 | 4.6 | |
| Tf-GCZSLEvaluation Setting=Online-CGZSL2022.03 | 69.01 | 24.81 | 37.59 | |
| CA +memEvaluation Setting=Online-CGZSL2022.03 | 67.18 | 35.06 | 46.07 | |
| SYNCAdditional synthetic data=false2019.04 | 66.3 | 7.4 | 13.3 | |
| Seq-CVAEEvaluation Setting=Online-CGZSL2022.03 | 63.58 | 16.24 | 25.87 | |
| SP-AENAdditional synthetic data=true2019.04 | 63.4 | 13.7 | 22.6 | |
| Seq-CADAEvaluation Setting=Online-CGZSL2022.03 | 62.54 | 22.89 | 33.51 | |
| A-CZSLEvaluation Setting=Online-CGZSL2022.03 | 59.44 | 18.94 | 28.51 | |
| DVGR-CZSLEvaluation Setting=Online-CGZSL2022.03 | 57.97 | 28.46 | 35.27 | |
| SJEAdditional synthetic data=false2019.04 | 55.7 | 3.7 | 6.9 | |
| EWCEvaluation Setting=Online-CGZSL2022.03 | 40.44 | — | — | |
| Seq-fCLSWGANEvaluation Setting=Online-CGZSL2022.03 | 26.92 | 16.34 | 20.34 |