Continual Generalized Zero-Shot Learning on CUB
68.18Mean Accuracy (mSA)CA +mem
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CA +memSetting=Dynamic-CGZSL2022.03 | 68.18 | 42.44 | 50.68 | |
| NM-ZSLSetting=Dynamic-CGZSL2022.03 | 64.91 | 46.05 | 53.79 | |
| CV +memSetting=Dynamic-CGZSL2022.03 | 63.16 | 27.5 | 37.84 | |
| Seq-CADASetting=Dynamic-CGZSL2022.03 | 55.55 | 26.96 | 35.62 | |
| NM-ZSLSetting=Static-CGZSL2022.03 | 55.45 | 43.25 | 47.04 | |
| unified feature-generative frameworkSetting=Dynamic-CGZSL2022.03 | 50.51 | 52.2 | 51.18 | |
| A-CZSLSetting=Dynamic-CGZSL2022.03 | 47.34 | 27.67 | 32.77 | |
| DVGR-CZSLSetting=Dynamic-CGZSL2022.03 | 47.28 | 22.58 | 29.77 | |
| Tf-GCZSLSetting=Static-CGZSL2022.03 | 46.63 | 32.42 | 36.31 | |
| CV +memSetting=Static-CGZSL2022.03 | 44.89 | 13.45 | 20.15 | |
| DVGR-CZSLSetting=Static-CGZSL2022.03 | 44.87 | 14.55 | 21.66 | |
| Tf-GCZSLSetting=Dynamic-CGZSL2022.03 | 44.52 | 43.21 | 43.85 | |
| CA +memSetting=Static-CGZSL2022.03 | 43.96 | 32.77 | 36.06 | |
| AGEMSetting=Dynamic-CGZSL2022.03 | 43.4 | — | — | |
| unified feature-generative frameworkSetting=Static-CGZSL2022.03 | 42.39 | 37.09 | 36.35 | |
| EWCSetting=Dynamic-CGZSL2022.03 | 40.95 | — | — | |
| Seq-CADASetting=Static-CGZSL2022.03 | 40.82 | 14.37 | 21.14 | |
| AGEMSetting=Static-CGZSL2022.03 | 39.54 | — | — | |
| Seq-CVAESetting=Dynamic-CGZSL2022.03 | 38.95 | 20.89 | 27.19 | |
| EWCSetting=Static-CGZSL2022.03 | 35.89 | — | — | |
| A-CZSLSetting=Static-CGZSL2022.03 | 34.47 | 12 | 17.15 | |
| Seq-CVAESetting=Static-CGZSL2022.03 | 24.66 | 8.57 | 12.18 | |
| Seq-fCLSWGANSetting=Dynamic-CGZSL2022.03 | 13.14 | 7.47 | 9.53 | |
| Seq-fCLSWGANSetting=Static-CGZSL2022.03 | 11.16 | 6.54 | 8.25 |