Continual Generalized Zero-Shot Learning on AWA2
89.22Mean Seen Accuracy (mSA)NM-ZSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NM-ZSLSetting=Dynamic-CGZSL2022.03 | 89.22 | 51.38 | 63.41 | |
| CV +memSetting=Dynamic-CGZSL2022.03 | 88.36 | 33.24 | 47.89 | |
| A-CZSLSetting=Dynamic-CGZSL2022.03 | 82.91 | 42.19 | 57.74 | |
| CA +memSetting=Dynamic-CGZSL2022.03 | 82.19 | 55.98 | 65.95 | |
| CV +memSetting=Static-CGZSL2022.03 | 80.97 | 25.75 | 38.34 | |
| Seq-CADASetting=Dynamic-CGZSL2022.03 | 79.89 | 36.64 | 47.99 | |
| unified feature-generative frameworkSetting=Dynamic-CGZSL2022.03 | 79.19 | 70.71 | 74.09 | |
| DVGR-CZSLSetting=Dynamic-CGZSL2022.03 | 78.17 | 40.44 | 50.89 | |
| NM-ZSLSetting=Static-CGZSL2022.03 | 76.33 | 39.79 | 51.51 | |
| Seq-CVAESetting=Dynamic-CGZSL2022.03 | 73.71 | 26.22 | 39.32 | |
| DVGR-CZSLSetting=Static-CGZSL2022.03 | 73.5 | 28.8 | 40.6 | |
| A-CZSLSetting=Static-CGZSL2022.03 | 70.16 | 25.93 | 37.19 | |
| Tf-GCZSLSetting=Dynamic-CGZSL2022.03 | 67.42 | 58.08 | 62.41 | |
| unified feature-generative frameworkSetting=Static-CGZSL2022.03 | 67.15 | 54.19 | 61.32 | |
| Tf-GCZSLSetting=Static-CGZSL2022.03 | 64.89 | 40.23 | 48.33 | |
| CA +memSetting=Static-CGZSL2022.03 | 62.8 | 39.23 | 46.22 | |
| Seq-CVAESetting=Static-CGZSL2022.03 | 61.42 | 19.34 | 28.67 | |
| AGEMSetting=Dynamic-CGZSL2022.03 | 57 | — | — | |
| EWCSetting=Dynamic-CGZSL2022.03 | 53.29 | — | — | |
| AGEMSetting=Static-CGZSL2022.03 | 52.61 | — | — | |
| Seq-CADASetting=Static-CGZSL2022.03 | 52.3 | 20.3 | 30.38 | |
| EWCSetting=Static-CGZSL2022.03 | 43.71 | — | — | |
| Seq-fCLSWGANSetting=Dynamic-CGZSL2022.03 | 22.88 | 14.92 | 18.06 | |
| Seq-fCLSWGANSetting=Static-CGZSL2022.03 | 18.97 | 8.45 | 11.69 |