Structured Vision-Language Concept Learning on VAW 4-task sequence (test)
87.5Final AccuracyLaLo + APR (Ours full approach)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LaLo + APR (Ours full approach)Nprm=2.8%2022.11 | 87.5 | 89.77 | 1.19 | |
| EWCNprm=100%2022.11 | 86 | 87.26 | 1.05 | |
| LaLo + APR (Ours-1 variant)Nprm=2.8%, scope=APR w.r.t. only the previous task model2022.11 | 86 | 89.43 | 1.9 | |
| LaLo + APR (Oursrand variant)Nprm=2.8%, sampling=random sampling of other texts in batch2022.11 | 85.43 | 88.78 | 1.4 | |
| L2Nprm=100%2022.11 | 83.72 | 86.01 | 2.95 | |
| LwFNprm=100%2022.11 | 81.2 | 85.38 | 6.26 | |
| CFT-FHNprm=99.7%2022.11 | 80.87 | 84.08 | 6.6 | |
| CFTNprm=100%2022.11 | 80.15 | 83.88 | 7.41 | |
| BLIPtype=VLP2022.11 | 74.73 | 78.3 | — | |
| CFT-LPNprm=0.3%2022.11 | 65.46 | 74.98 | 15.28 | |
| L2PNprm=≤5%2022.11 | 62.27 | 68.68 | 16.02 | |
| DPNprm=≤5%2022.11 | 60.07 | 71.98 | 8.07 |