Continual Learning on VG+VAW 7-task sequence (test)
86.2Final AccuracyOurs^-1
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours^-1Nprm=2.8%2022.11 | 86.2 | 90.37 | 1.4 | |
| OursNprm=2.8%2022.11 | 85.4 | 90.88 | 0.75 | |
| LwFNprm=100%2022.11 | 79.39 | 86.11 | 4.28 | |
| Ours_randNprm=2.8%2022.11 | 78.6 | 86.19 | 1.5 | |
| BLIP2022.11 | 77.8 | 72.33 | — | |
| CFT-FHNprm=99.7%2022.11 | 77.43 | 83.73 | 6.14 | |
| L2Nprm=100%2022.11 | 76.36 | 85.59 | 4.57 | |
| CFTNprm=100%2022.11 | 73.91 | 80.76 | 6.94 | |
| EWCNprm=100%2022.11 | 73.29 | 81.91 | 6.13 | |
| ALBEF2022.11 | 71.2 | 67.9 | — | |
| OSCAR2022.11 | 71.04 | 67.69 | — | |
| ViLT2022.11 | 70.35 | 68.41 | — | |
| TCL2022.11 | 70.29 | 65.42 | — | |
| LXMERT2022.11 | 68 | 64.39 | — | |
| UNITER2022.11 | 67.23 | 65.29 | — | |
| L2PNprm=≤5%2022.11 | 66.96 | 76.46 | 6.7 | |
| CFT-LPNprm=0.3%2022.11 | 64.85 | 71.32 | 12.26 | |
| CLIP2022.11 | 62.99 | 59.93 | — | |
| DPNprm=≤5%2022.11 | 58.59 | 68.65 | 9.52 | |
| CyCLIP2022.11 | 57.76 | 56.36 | — |