Scene Graph Generation on VG150
15.9mR@50CAGE-SGG
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CAGE-SGGParams=132M, FPS=8.1, Setting=SGDet2026.04 | 15.9 | — | — | — | — | — | — | — | 74.9 | |
| VL-IRMParams=126M, FPS=7.8, Setting=SGDet2026.04 | 14.2 | — | — | — | — | — | — | — | 63.4 | |
| Pix2GraphsParams=118M, FPS=8.9, Setting=SGDet2026.04 | 13.6 | — | — | — | — | — | — | — | 61.7 | |
| PE-NetParams=72M, FPS=11.3, Setting=SGDet2026.04 | 12.6 | — | — | — | — | — | — | — | 59.5 | |
| KERNConstraint setting=unconstrained2020.09 | 11.7 | 16 | — | — | — | — | — | — | — | |
| PCPLConstraint setting=unconstrained2020.09 | 10.4 | 14.4 | — | — | — | — | — | — | — | |
| SQUATPC-SGG=false2025.03 | 9.95 | 12.05 | 26.81 | 32.06 | — | — | — | — | — | |
| BGNNPC-SGG=false2025.03 | 9.63 | 11.92 | 30.07 | 34.9 | — | — | — | — | — | |
| PCPLConstraint setting=constrained2020.09 | 9.5 | 11.7 | — | — | — | — | — | — | — | |
| SMNConstraint setting=unconstrained2020.09 | 9.3 | 12.9 | — | — | — | — | — | — | — | |
| SMN+TDEConstraint setting=constrained2020.09 | 8.2 | 9.8 | — | — | — | — | — | — | — | |
| VCTreeConstraint setting=constrained2020.09 | 6.9 | 8 | — | — | — | — | — | — | — | |
| MotifsParams=48M, FPS=14.6, Setting=SGDet2026.04 | 6.5 | — | — | — | — | — | — | — | 54.8 | |
| KERNConstraint setting=constrained2020.09 | 6.4 | 7.3 | — | — | — | — | — | — | — | |
| FREQConstraint setting=unconstrained2020.09 | 5.9 | 8.9 | — | — | — | — | — | — | — | |
| VCTREEPC-SGG=false2025.03 | 5.73 | 7.14 | 26.77 | 31.46 | — | — | — | — | — | |
| IMP+Constraint setting=unconstrained2020.09 | 5.4 | 8 | — | — | — | — | — | — | — | |
| SMNConstraint setting=constrained2020.09 | 5.3 | 6.1 | — | — | — | — | — | — | — | |
| MOTIFS-DPC-SGG=false2025.03 | 5.26 | 7.06 | 24.33 | 30.12 | — | — | — | — | — | |
| MOTIFSPC-SGG=false2025.03 | 4.52 | 6.22 | 23.61 | 29.08 | — | — | — | — | — | |
| FREQConstraint setting=constrained2020.09 | 4.3 | 5.6 | — | — | — | — | — | — | — | |
| IMP+Constraint setting=constrained2020.09 | 3.8 | 4.8 | — | — | — | — | — | — | — | |
| BGNNPC-SGG=true2025.03 | — | — | — | — | 46.32 | 53.81 | 32.52 | 40.36 | — | |
| MOTIFSPC-SGG=true2025.03 | — | — | — | — | 38.45 | 46.79 | 25.49 | 34.03 | — | |
| MOTIFS-DPC-SGG=true2025.03 | — | — | — | — | 40.21 | 47.46 | 26.17 | 35.63 | — | |
| SQUATPC-SGG=true2025.03 | — | — | — | — | 43.23 | 51.87 | 30.94 | 39.23 | — | |
| VCTREEPC-SGG=true2025.03 | — | — | — | — | 41.89 | 49.9 | 27.84 | 36.75 | — |