Predicate Detection on VRD Zero-shot
55.41Recall @ 50U+W+SF+L: S
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| U+W+SF+L: Sk=70, Training Data=VRD + VG, Network=Student2017.07 | 55.41 | — | 75.26 | |
| U+W+SF+L: Sk=70, Training Data=VRD only, Network=Student2017.07 | 54.2 | — | 74.65 | |
| U+SF+L:Sk=70, Training Data=VRD only, Network=Student2017.07 | 51.62 | — | 72.72 | |
| U+W+L:Sk=70, Training Data=VRD only, Network=Student2017.07 | 51.37 | — | 72.53 | |
| U+W+SFk=70, Training Data=VRD + VG2017.07 | 50.64 | — | 70.79 | |
| Baseline: Uk=70, Training Data=VRD + VG2017.07 | 50.34 | — | 70.56 | |
| U+Wk=70, Training Data=VRD only2017.07 | 49.01 | — | 69.77 | |
| U+SFk=70, Training Data=VRD only2017.07 | 48.32 | — | 69.01 | |
| U+W+SFk=70, Training Data=VRD only2017.07 | 48.13 | — | 69.41 | |
| Baseline: U onlyk=70, Training Data=VRD only2017.07 | 47.84 | — | 69.42 | |
| U+W+SF+L: Tk=70, Training Data=VRD + VG, Network=Teacher2017.07 | 33.4 | — | 43.21 | |
| U+W+SF+L: Tk=70, Training Data=VRD only, Network=Teacher2017.07 | 32.81 | — | 41.53 | |
| U+SF+L:Tk=70, Training Data=VRD only, Network=Teacher2017.07 | 32.77 | — | 41.51 | |
| U+W+L:Tk=70, Training Data=VRD only, Network=Teacher2017.07 | 32.62 | — | 40.15 | |
| VRD-Fullk=70, Training Data=VRD only2017.07 | 29.77 | — | 50.04 | |
| VRD-V onlyk=70, Training Data=VRD only2017.07 | 23.95 | — | 32.34 | |
| U+W+SF+L: Sk=1, Training Data=VRD + VG, Network=Student2017.07 | 17.16 | — | 17.16 | |
| U+W+SF+L: Sk=1, Training Data=VRD only, Network=Student2017.07 | 16.98 | — | 16.98 | |
| U+SF+L:Sk=1, Training Data=VRD only, Network=Student2017.07 | 15.14 | — | 15.14 | |
| U+W+SFk=1, Training Data=VRD + VG2017.07 | 14.51 | — | 14.51 | |
| U+SFk=1, Training Data=VRD only2017.07 | 14.33 | — | 14.33 | |
| U+W+SFk=1, Training Data=VRD only2017.07 | 14.13 | — | 14.13 | |
| U+W+L:Sk=1, Training Data=VRD only, Network=Student2017.07 | 13.89 | — | 13.89 | |
| U+Wk=1, Training Data=VRD only2017.07 | 13.44 | — | 13.44 | |
| Baseline: Uk=1, Training Data=VRD + VG2017.07 | 13.31 | — | 13.31 | |
| Baseline: U onlyk=1, Training Data=VRD only2017.07 | 12.75 | — | 12.75 | |
| U+W+SF+L: Tk=1, Training Data=VRD + VG, Network=Teacher2017.07 | 9.23 | — | 9.23 | |
| U+W+SF+L: Tk=1, Training Data=VRD only, Network=Teacher2017.07 | 8.8 | — | 8.8 | |
| VRD-Fullk=1, Training Data=VRD only2017.07 | 8.45 | — | 8.45 | |
| Baseline: L onlyk=70, Training Data=VRD only2017.07 | 8.13 | — | 18.22 | |
| U+SF+L:Tk=1, Training Data=VRD only, Network=Teacher2017.07 | 8.05 | — | 8.05 | |
| U+W+L:Tk=1, Training Data=VRD only, Network=Teacher2017.07 | 7.81 | — | 7.81 | |
| Baseline: L onlyk=1, Training Data=VRD only2017.07 | 3.68 | — | 3.68 | |
| VRD-V onlyk=1, Training Data=VRD only2017.07 | 3.52 | — | 3.52 | |
| FCL2021.03 | — | 27.31 | — | |
| MFURLN*variant=re-implemented2021.03 | — | 25.26 | — |