Scene Graph Classification on VG-150 v1.0 (test)
39.4R@50PE-Net
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PE-NetArchitecture=PE-Net, Frequency-aware Protocol=Disabled2026.05 | 39.4 | 40.7 | 17.8 | 18.9 | 24.5 | 25.8 | |
| CooKArchitecture=Specific, Frequency-aware Protocol=Enabled2026.05 | 39.1 | 40 | 17.5 | 18.6 | 24.2 | 25.4 | |
| RA-SGGArchitecture=PE-Net, Frequency-aware Protocol=Enabled2026.05 | 38.2 | 39.1 | 20.9 | 22.5 | 27 | 28.6 | |
| MotifsArchitecture=Motifs, Frequency-aware Protocol=Disabled2026.05 | 38 | 38.9 | 8.7 | 9.3 | 14.2 | 15 | |
| HetSGGArchitecture=Specific, Frequency-aware Protocol=Enabled2026.05 | 37.6 | 38.7 | 17.2 | 18.7 | 23.6 | 25.2 | |
| BGNNArchitecture=Specific, Frequency-aware Protocol=Enabled2026.05 | 37.4 | 38.5 | 14.3 | 16.5 | 20.7 | 23.1 | |
| SSC-SGGArchitecture=Motifs, Frequency-aware Protocol=Enabled2026.05 | 37.4 | 38.5 | 17.8 | 18.9 | 24.1 | 25.4 | |
| KERNArchitecture=Specific, Frequency-aware Protocol=Enabled2026.05 | 36.7 | 37.4 | 9.4 | 10 | 15 | 15.8 | |
| MCLArchitecture=PE-Net, Frequency-aware Protocol=Enabled2026.05 | 36.2 | 37.5 | 23.3 | 24.8 | 28.4 | 29.9 | |
| CFAArchitecture=Motifs, Frequency-aware Protocol=Disabled2026.05 | 34.9 | 36.1 | 17 | 18.4 | 22.9 | 24.4 | |
| AlignGArchitecture=PE-Net, Frequency-aware Protocol=Enabled2026.05 | 34.6 | 35.8 | 24.8 | 26.1 | 28.9 | 30.2 | |
| ST-SGGArchitecture=Motifs, Frequency-aware Protocol=Enabled2026.05 | 33.4 | 34.9 | 16.9 | 18 | 22.4 | 23.8 | |
| SQUATArchitecture=Specific, Frequency-aware Protocol=Enabled2026.05 | 33.1 | 34.4 | 17.5 | 18.8 | 22.9 | 24.3 | |
| NICEArchitecture=Motifs, Frequency-aware Protocol=Enabled2026.05 | 33.1 | 34 | 16.6 | 17.9 | 22.1 | 23.5 | |
| DPLArchitecture=Motifs, Frequency-aware Protocol=Enabled2026.05 | 32.6 | 33.8 | 18.5 | 20.1 | 23.6 | 25.2 | |
| IETransArchitecture=Motifs, Frequency-aware Protocol=Enabled2026.05 | 32.5 | 33.4 | 16.8 | 17.9 | 22.2 | 23.3 | |
| TDEArchitecture=Motifs, Frequency-aware Protocol=Disabled2026.05 | 27.7 | 29.9 | 13.1 | 14.9 | 17.8 | 19.9 |