Fact-based Visual Question Answering on ZS-F-VQA
50.51Hit Rate @ 1KG-based ZS-VQA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KG-based ZS-VQAkr=15, ke=3, hard mask score=1002021.07 | 50.51 | 70.44 | 84.24 | 0.625 | 9.27 | |
| KG-based ZS-VQAkr=15, ke=5, hard mask score=1002021.07 | 49.11 | 71.17 | 86.06 | 0.622 | 8.6 | |
| KG-based ZS-VQAkr=25, ke=1, hard mask score=1002021.07 | 46.87 | 62 | 78.14 | 0.572 | 12.22 | |
| KG-based ZS-VQAkr=25, ke=15, hard mask score=1002021.07 | 40.21 | 67.04 | 88.51 | 0.563 | 7.68 | |
| KG-based ZS-VQAkr=25, ke=25, hard mask score=1002021.07 | 35.87 | 61.86 | 88.09 | 0.528 | 7.3 | |
| SAN2021.07 | 20.42 | 37.2 | 62.24 | 0.337 | 19.14 | |
| MLP2021.07 | 18.84 | 37.85 | 59.88 | — | — | |
| Up-Down2021.07 | 13.88 | 25.87 | 45.15 | — | — | |
| BAN2021.07 | 13.14 | 26.92 | 46.9 | — | — |