Scene Graph Detection on VG150
35.5R@50ReLIC-SGG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ReLIC-SGG2026.04 | 35.5 | — | 38.7 | — | 16.4 | 18.2 | |
| VL-IRM2026.04 | 34.3 | — | 37.5 | — | 14.2 | 15.6 | |
| Pix2Graphs2026.04 | 33.6 | — | 36.8 | — | 13.6 | 14.9 | |
| MOTIFS†Graph Constraint=true2021.07 | 33.1 | 25.8 | 37.6 | 5.3 | 7.3 | 8.6 | |
| MOTIFS-L2+cKD‡Graph Constraint=true2021.07 | 32.5 | 25.2 | 37.1 | 5.8 | 8.1 | 9.6 | |
| PE-Net2026.04 | 32.4 | — | 35.5 | — | 12.6 | 13.8 | |
| MOTIFS-L2+uKD†Graph Constraint=true2021.07 | 32.2 | 24.8 | 36.8 | 5.7 | 7.9 | 9.5 | |
| VCTree-L2+cKD‡Graph Constraint=true2021.07 | 32 | 24.8 | 36.1 | 5.7 | 7.7 | 9.1 | |
| MOTIFS-Focal‡Graph Constraint=true2021.07 | 31.7 | 24.7 | 36.7 | 3.9 | 5.3 | 6.6 | |
| VCTree-L2+uKD†Graph Constraint=true2021.07 | 31.6 | 24.4 | 35.9 | 5.7 | 7.7 | 9.2 | |
| DG-PGNNBackbone=VGG-16, Graph Constraint=true2021.07 | 31.2 | — | 32.5 | — | — | — | |
| BGNN2026.04 | 31 | — | 34.1 | — | 10.7 | 11.8 | |
| VCTree†Graph Constraint=true2021.07 | 30.8 | 24.1 | 35.2 | 5.2 | 7.1 | 8.3 | |
| MOTIFS-Resample‡Graph Constraint=true2021.07 | 30.5 | 23.2 | 35.4 | 5.9 | 8.2 | 9.7 | |
| MOTIFS-STL†Graph Constraint=true2021.07 | 29.9 | 22.5 | 34.9 | 5.4 | 7.6 | 9.1 | |
| TDE2026.04 | 29.8 | — | 32.7 | — | 9.8 | 10.9 | |
| Part-AwareBackbone=VGG-16, Graph Constraint=true2021.07 | 29.4 | 23.4 | 32.7 | 5.7 | 7.7 | 8.8 | |
| HOSE-NetBackbone=VGG-16, Graph Constraint=true2021.07 | 28.9 | — | 33.3 | — | — | — | |
| VCTree-STL†Graph Constraint=true2021.07 | 28.8 | 21.6 | 33.6 | 5.1 | 7.1 | 8.4 | |
| VCTree2026.04 | 28.7 | — | 31.9 | — | 7.4 | 8.2 | |
| GPS-NetBackbone=VGG-16, Graph Constraint=true2021.07 | 28.4 | 22.6 | 31.7 | 6.9 | 8.7 | 9.8 | |
| HCNetBackbone=VGG-16, Graph Constraint=true2021.07 | 28 | 22.6 | 31.2 | — | — | — | |
| VCTreeBackbone=VGG-16, Graph Constraint=true2021.07 | 27.9 | 22 | 31.3 | 5.2 | 6.9 | 8 | |
| MOTIFS-PCPL†Graph Constraint=true2021.07 | 27.8 | 21.3 | 31.7 | 8 | 10.7 | 12.6 | |
| VCTree-ReweightGraph Constraint=true2021.07 | 27.8 | 20.8 | 32 | 6.6 | 8.7 | 10.1 | |
| NODISBackbone=VGG-16, Graph Constraint=true2021.07 | 27.4 | 21.5 | 30.7 | — | — | — | |
| Motifs2026.04 | 27.4 | — | 30.3 | — | 6.5 | 7.3 | |
| MOTIFSBackbone=VGG-16, Graph Constraint=true2021.07 | 27.2 | 21.4 | 30.3 | 4.2 | 5.7 | 6.6 | |
| KERNBackbone=VGG-16, Graph Constraint=true2021.07 | 27.1 | — | 29.8 | — | 6.4 | 7.3 | |
| VCTree-PCPL†Graph Constraint=true2021.07 | 26.6 | 20.5 | 30.3 | 8.1 | 10.8 | 12.6 | |
| GB-Net-betaBackbone=VGG-16, Graph Constraint=true2021.07 | 26.3 | — | 29.9 | — | 7.1 | 8.5 | |
| FREQBackbone=VGG-16, Graph Constraint=true2021.07 | 26.2 | 20.1 | 30.1 | 4.5 | 6.1 | 7.1 | |
| MOTIFS-DLFEGraph Constraint=true2021.07 | 25.4 | 18.9 | 29.4 | 8.6 | 11.7 | 13.8 | |
| UVTransEBackbone=VGG-16, Graph Constraint=true2021.07 | 25.3 | — | 28.5 | — | — | — | |
| MOTIFS-ReweightGraph Constraint=true2021.07 | 24.4 | 18.3 | 29.3 | 6.7 | 9.2 | 10.9 | |
| VCTree-DLFEGraph Constraint=true2021.07 | 22.7 | 16.8 | 26.3 | 8.6 | 11.8 | 13.8 | |
| IMP+Backbone=VGG-16, Graph Constraint=true2021.07 | 20.7 | 14.6 | 24.5 | — | 3.8 | 4.8 | |
| MOTIFS-TDE†Graph Constraint=true2021.07 | 17.3 | 12.4 | 20.8 | 6.7 | 9.2 | 11.1 | |
| VCTree-TDE†Graph Constraint=true2021.07 | 17.3 | 12.3 | 20.9 | 6.8 | 9.5 | 11.4 |