Continual Generalized Zero-Shot Learning on AWA1
85.01mSA (Seen)CV +mem
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CV +memSetting=Dynamic-CGZSL2022.03 | 85.01 | 37.49 | 51.6 | |
| CA +memSetting=Dynamic-CGZSL2022.03 | 81.86 | 61.39 | 69.92 | |
| unified feature-generative frameworkSetting=Dynamic-CGZSL2022.03 | 79.51 | 69.13 | 73.49 | |
| CV +memSetting=Static-CGZSL2022.03 | 78.56 | 23.65 | 35.51 | |
| Seq-CADASetting=Dynamic-CGZSL2022.03 | 78.12 | 25.93 | 47.06 | |
| A-CZSLSetting=Dynamic-CGZSL2022.03 | 78.03 | 35.38 | 52.51 | |
| DVGR-CZSLSetting=Dynamic-CGZSL2022.03 | 76.9 | 42.04 | 53.38 | |
| NM-ZSLSetting=Dynamic-CGZSL2022.03 | 75.59 | 60.87 | 67.44 | |
| A-CZSLSetting=Static-CGZSL2022.03 | 71 | 24.26 | 35.75 | |
| NM-ZSLSetting=Static-CGZSL2022.03 | 70.9 | 37.46 | 48.75 | |
| Seq-CVAESetting=Dynamic-CGZSL2022.03 | 70.24 | 28.36 | 39.32 | |
| unified feature-generative frameworkSetting=Static-CGZSL2022.03 | 66.3 | 50.63 | 55.59 | |
| DVGR-CZSLSetting=Static-CGZSL2022.03 | 65.1 | 28.5 | 38 | |
| Tf-GCZSLSetting=Static-CGZSL2022.03 | 64 | 38.34 | 46.16 | |
| CA +memSetting=Static-CGZSL2022.03 | 62.64 | 38.41 | 45.38 | |
| Tf-GCZSLSetting=Dynamic-CGZSL2022.03 | 61.79 | 57.77 | 59.72 | |
| Seq-CVAESetting=Static-CGZSL2022.03 | 59.27 | 18.24 | 27.14 | |
| Seq-CADASetting=Static-CGZSL2022.03 | 51.57 | 18.02 | 27.59 | |
| EWCSetting=Dynamic-CGZSL2022.03 | 50.41 | — | — | |
| EWCSetting=Static-CGZSL2022.03 | 42.6 | — | — | |
| Seq-fCLSWGANSetting=Dynamic-CGZSL2022.03 | 23.39 | 12.57 | 16.35 | |
| Seq-fCLSWGANSetting=Static-CGZSL2022.03 | 20.32 | 9.25 | 12.71 |