Visual Question Answering on F-VQA TOP-500 standard
58.27Hit@1KG-based ZS-VQA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KG-based ZS-VQAsoft mask score=10, kr=3, ke=12021.07 | 58.27 | 75.2 | 86.4 | 0.683 | 11.72 | |
| KG-based ZS-VQAsoft mask score=10, kr=3, ke=32021.07 | 57.42 | 76.51 | 87.53 | 0.685 | 10.51 | |
| top-3-Qqmaping2021.07 | 56.91 | 64.65 | 65.54 | — | — | |
| KG-based ZS-VQAsoft mask score=10, kr=5, ke=102021.07 | 54.02 | 74.53 | 88.03 | 0.66 | 9.17 | |
| KG-based ZS-VQAsoft mask score=10, kr=3, ke=52021.07 | 53.84 | 74.88 | 88.49 | 0.661 | 9.58 | |
| top-1-Qqmaping2021.07 | 52.56 | 59.72 | 60.58 | — | — | |
| SANmapping-based setting=true2021.07 | 49.27 | 67.3 | 81.79 | 0.605 | 14.75 | |
| MLPmapping-based setting=true2021.07 | 47.55 | 66.76 | 81.55 | — | — | |
| BANmapping-based setting=true2021.07 | 45.95 | 63.36 | 78.12 | — | — | |
| BANmapping-based setting=false2021.07 | 44.02 | 58.92 | 71.34 | — | — | |
| Hie-Q+I+Premapping-based setting=false2021.07 | 43.14 | 59.44 | 72.2 | — | — | |
| SANmapping-based setting=false2021.07 | 41.62 | 58.17 | 72.69 | — | — | |
| Up-Downmapping-based setting=true2021.07 | 40.91 | 57.47 | 72.74 | — | — | |
| Up-Downmapping-based setting=false2021.07 | 34.81 | 50.13 | 64.37 | — | — | |
| MLPmapping-based setting=false2021.07 | 34.12 | 52.26 | 69.11 | — | — | |
| Hie-Q+Imapping-based setting=false2021.07 | 33.7 | 50 | 64.08 | — | — |