Scene Graph Classification on Visual Genome
44.5R@50MOTIFNET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MOTIFNETGraph constraints=false2017.11 | 44.5 | 47.7 | — | |
| MESSAGE PASSING+Graph constraints=false2017.11 | 43.4 | 47.2 | — | |
| MOTIFNET-NOCONTEXTGraph constraints=false2017.11 | 43.4 | 46.6 | — | |
| FREQGraph constraints=false2017.11 | 40.5 | 43.7 | — | |
| FREQ-OVERLAPGraph constraints=false2017.11 | 39 | 43.4 | — | |
| MOTIFNETGraph constraints=true2017.11 | 35.8 | 36.5 | — | |
| MOTIFNET-NOCONTEXTGraph constraints=true2017.11 | 34.8 | 35.5 | — | |
| MESSAGE PASSING+Graph constraints=true2017.11 | 34.6 | 35.4 | — | |
| FREQGraph constraints=true2017.11 | 32.4 | 34 | — | |
| FREQ-OVERLAPGraph constraints=true2017.11 | 32.3 | 32.9 | — | |
| ASSOC. EMBEDGraph constraints=false2017.11 | 26.5 | 30 | — | |
| MSDN-FREQGraph constraints=true2017.11 | 25.8 | 27.8 | — | |
| MSDNGraph constraints=true2017.11 | 24.3 | 26.5 | — | |
| ASSOC. EMBEDGraph constraints=true2017.11 | 21.8 | 22.6 | — | |
| Iterative Message PassingPooling strategy=learnt weighted sum2017.01 | 21.72 | 24.38 | — | |
| MESSAGE PASSINGGraph constraints=true2017.11 | 21.7 | 24.4 | — | |
| MSDN (current best reproducible)Graph constraints=true2017.11 | 20.9 | 24 | — | |
| Iterative Message PassingPooling strategy=max-pooling2017.01 | 16.31 | 18.7 | — | |
| Iterative Message PassingPooling strategy=average pooling2017.01 | 15.65 | 18.27 | — | |
| TDEFusion=GATE, Architecture=MOTIFS2020.02 | 13.9 | 15.2 | 11.1 | |
| TDEFusion=SUM, Architecture=MOTIFS2020.02 | 13.1 | 14.9 | 9.8 | |
| TDEFusion=GATE, Architecture=VTransE2020.02 | 13.1 | 14.7 | 9.8 | |
| TDEFusion=SUM, Architecture=VTransE2020.02 | 12.9 | 14.8 | 9.3 | |
| TDEFusion=SUM, Architecture=VCTree2020.02 | 12.2 | 14 | 8.9 | |
| TEFusion=SUM, Architecture=MOTIFS2020.02 | 12 | 14 | 8.1 | |
| TDEFusion=GATE, Architecture=VCTree2020.02 | 11.8 | 13.4 | 8.9 | |
| VRDGraph constraints=true2017.11 | 11.8 | 14.1 | — | |
| Lu et al.2017.01 | 11.79 | 14.11 | — | |
| ResampleFusion=SUM, Architecture=MOTIFS2020.02 | 11 | 11.8 | 9.1 | |
| VCTree2020.02 | 10.1 | 10.8 | 8.2 | |
| ReweightFusion=SUM, Architecture=MOTIFS2020.02 | 10.1 | 10.9 | 8.4 | |
| KERN2020.02 | 9.4 | 10 | — | |
| NIEFusion=SUM, Architecture=MOTIFS2020.02 | 9 | 10.6 | 6.1 | |
| MOTIFSFusion=GATE, Method=Baseline2020.02 | 9 | 9.5 | 7.2 | |
| X2YFusion=SUM, Architecture=MOTIFS2020.02 | 8.6 | 9.2 | 6.9 | |
| X2Y-TrFusion=SUM, Architecture=MOTIFS2020.02 | 8.4 | 9.1 | 6.5 | |
| VTransEFusion=SUM, Method=Baseline2020.02 | 8.2 | 8.7 | 6.7 | |
| VTransEFusion=GATE, Method=Baseline2020.02 | 8.2 | 8.7 | 6.6 | |
| MOTIFSFusion=SUM, Method=Baseline2020.02 | 8 | 8.5 | 6.5 | |
| MOTIFS2020.02 | 7.7 | 8.2 | 6.3 | |
| FocalFusion=SUM, Architecture=MOTIFS2020.02 | 7.7 | 8.3 | 6.3 | |
| VCTreeFusion=SUM, Method=Baseline2020.02 | 7.5 | 7.9 | 6.2 | |
| VCTreeFusion=GATE, Method=Baseline2020.02 | 7.5 | 8 | 6.3 | |
| FREQ2020.02 | 7.2 | 8.5 | 5.1 | |
| IMP+2020.02 | 5.8 | 6 | — |