Continual Generalized Zero-Shot Learning on SUN
50.56mSANM-ZSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NM-ZSLSetting=Dynamic-CGZSL2022.03 | 50.56 | 35.55 | 41.65 | |
| NM-ZSLSetting=Static-CGZSL2022.03 | 50.01 | 19.77 | 28.04 | |
| CA +memSetting=Dynamic-CGZSL2022.03 | 47.18 | 30.3 | 34.88 | |
| unified feature-generative frameworkSetting=Dynamic-CGZSL2022.03 | 45.43 | 44.59 | 44.56 | |
| Seq-CADASetting=Dynamic-CGZSL2022.03 | 42.21 | 23.47 | 29.6 | |
| CV +memSetting=Dynamic-CGZSL2022.03 | 37.5 | 24.01 | 29.15 | |
| Seq-CVAESetting=Dynamic-CGZSL2022.03 | 29.06 | 21.33 | 24.33 | |
| Tf-GCZSLSetting=Static-CGZSL2022.03 | 28.09 | 24.7 | 24.79 | |
| Tf-GCZSLSetting=Dynamic-CGZSL2022.03 | 27.76 | 39.09 | 32.46 | |
| AGEMSetting=Dynamic-CGZSL2022.03 | 27.15 | — | — | |
| CA +memSetting=Static-CGZSL2022.03 | 27.11 | 21.72 | 22.92 | |
| Seq-CADASetting=Static-CGZSL2022.03 | 25.94 | 16.22 | 20.1 | |
| EWCSetting=Dynamic-CGZSL2022.03 | 24.46 | — | — | |
| AGEMSetting=Static-CGZSL2022.03 | 24.22 | — | — | |
| CV +memSetting=Static-CGZSL2022.03 | 23.99 | 14.1 | 17.63 | |
| DVGR-CZSLSetting=Dynamic-CGZSL2022.03 | 23.37 | 16.33 | 18.65 | |
| DVGR-CZSLSetting=Static-CGZSL2022.03 | 22.36 | 10.67 | 14.54 | |
| unified feature-generative frameworkSetting=Static-CGZSL2022.03 | 21.44 | 27.57 | 23.87 | |
| EWCSetting=Static-CGZSL2022.03 | 21.36 | — | — | |
| Seq-CVAESetting=Static-CGZSL2022.03 | 16.88 | 11.4 | 13.38 | |
| A-CZSLSetting=Dynamic-CGZSL2022.03 | 15.26 | 8.93 | 11.27 | |
| Seq-fCLSWGANSetting=Dynamic-CGZSL2022.03 | 12.7 | 8.63 | 10.27 | |
| Seq-fCLSWGANSetting=Static-CGZSL2022.03 | 10.02 | 6.89 | 8.16 |