Continual Generalized Zero-Shot Learning on aPY
79.6Seen Accuracy (mSA)NM-ZSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NM-ZSLSetting=Dynamic-CGZSL2022.03 | 79.6 | 22.29 | 32.61 | |
| CV +memSetting=Dynamic-CGZSL2022.03 | 78.15 | 28.1 | 40.21 | |
| unified feature-generative frameworkSetting=Dynamic-CGZSL2022.03 | 74.92 | 33.94 | 46.26 | |
| Tf-GCZSLSetting=Dynamic-CGZSL2022.03 | 72.12 | 19.66 | 30.9 | |
| DVGR-CZSLSetting=Dynamic-CGZSL2022.03 | 69.67 | 31.58 | 43.44 | |
| CA +memSetting=Dynamic-CGZSL2022.03 | 66.3 | 36.59 | 45.08 | |
| Seq-CVAESetting=Dynamic-CGZSL2022.03 | 65.87 | 17.9 | 25.84 | |
| CV +memSetting=Static-CGZSL2022.03 | 64.88 | 15.24 | 23.9 | |
| A-CZSLSetting=Dynamic-CGZSL2022.03 | 64.06 | 16.82 | 24.46 | |
| DVGR-CZSLSetting=Static-CGZSL2022.03 | 62.5 | 22.7 | 31.7 | |
| Seq-CADASetting=Dynamic-CGZSL2022.03 | 61.17 | 21.13 | 26.37 | |
| unified feature-generative frameworkSetting=Static-CGZSL2022.03 | 60.96 | 26.5 | 33.96 | |
| A-CZSLSetting=Static-CGZSL2022.03 | 58.14 | 15.91 | 23.05 | |
| Tf-GCZSLSetting=Static-CGZSL2022.03 | 57.92 | 21.22 | 29.55 | |
| CA +memSetting=Static-CGZSL2022.03 | 57.69 | 20.83 | 28.84 | |
| Seq-CVAESetting=Static-CGZSL2022.03 | 51.57 | 11.38 | 18.33 | |
| NM-ZSLSetting=Static-CGZSL2022.03 | 45.26 | 21.35 | 27.18 | |
| Seq-CADASetting=Static-CGZSL2022.03 | 45.25 | 10.59 | 16.42 | |
| EWCSetting=Dynamic-CGZSL2022.03 | 42.68 | — | — | |
| EWCSetting=Static-CGZSL2022.03 | 37.65 | — | — | |
| Seq-fCLSWGANSetting=Dynamic-CGZSL2022.03 | 25.73 | 15.27 | 19.17 | |
| Seq-fCLSWGANSetting=Static-CGZSL2022.03 | 21.18 | 8.96 | 12.59 |