Scene Graph Classification on Visual Genome (test)
49Recall@100KERN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KERNConstraint=false2019.03 | 49 | — | 45.9 | — | — | — | |
| SMNConstraint=false2019.03 | 47.7 | — | 44.5 | — | — | — | |
| IMP+Constraint=false2019.03 | 47.2 | — | 43.4 | — | — | — | |
| VCTreeBackbone=X-101-FPN2022.06 | 46.5 | — | 45.6 | 10.8 | 11.5 | 28.6 | |
| FREQConstraint=false2019.03 | 43.7 | — | 40.5 | — | — | — | |
| VCTree + PCPLBackbone=X-101-FPN2022.06 | 41.7 | — | 40.6 | 15.2 | 16.1 | 28.4 | |
| MSDNBackbone=VGG-162022.06 | 39.8 | — | 38.4 | 9.3 | 9.7 | 24.3 | |
| MotifsBackbone=X-101-FPN2022.06 | 39.7 | — | 39 | 8.7 | 9.3 | 24.2 | |
| VCTree + NICEBackbone=X-101-FPN2022.06 | 39 | — | 37.8 | 19.9 | 21.3 | 29.5 | |
| VCTREE-HLdetector=Faster-RCNN, backbone=VGG2018.12 | 38.8 | 35.2 | 38.1 | — | — | — | |
| VCTreeBackbone=VGG-162022.06 | 38.8 | — | 38.1 | 10.1 | 10.8 | 24.5 | |
| VCTREE-SLdetector=Faster-RCNN, backbone=VGG2018.12 | 38.6 | 35 | 37.9 | — | — | — | |
| BGNNBackbone=VGG-162022.06 | 38.5 | — | 37.4 | 14.3 | 16.5 | 26.7 | |
| Multi-Branchdetector=Faster-RCNN, backbone=VGG2018.12 | 37.8 | 34.3 | 37.1 | — | — | — | |
| KERNConstraint=true2019.03 | 37.4 | — | 36.7 | — | — | — | |
| KERNBackbone=VGG-162022.06 | 37.4 | — | 36.7 | 9.4 | 10 | 23.4 | |
| Overlapdetector=Faster-RCNN, backbone=VGG2018.12 | 37.1 | 33.7 | 36.5 | — | — | — | |
| G-RCNNBackbone=VGG-162022.06 | 37 | — | 38.5 | 9 | 9.5 | 23.5 | |
| Chaindetector=Faster-RCNN, backbone=VGG2018.12 | 36.8 | 33.3 | 36.1 | — | — | — | |
| MOTIFSdetector=Faster-RCNN, backbone=VGG2018.12 | 36.5 | 32.9 | 35.8 | — | — | — | |
| SMNConstraint=true2019.03 | 36.5 | — | 35.8 | — | — | — | |
| MotifBackbone=VGG-162022.06 | 36.5 | — | 35.8 | 7.7 | 8.2 | 22.1 | |
| Motifs + PCPLBackbone=X-101-FPN2022.06 | 36.1 | — | 35.3 | 12 | 12.7 | 24 | |
| IMPdetector=Faster-RCNN, backbone=VGG2018.12 | 35.4 | 31.7 | 34.6 | — | — | — | |
| IMP+Constraint=true2019.03 | 35.4 | — | 34.6 | — | — | — | |
| VCTree + BPL-SABackbone=X-101-FPN2022.06 | 35 | — | 34 | 20.1 | 21.2 | 27.6 | |
| VCTree + DLFEBackbone=X-101-FPN2022.06 | 34.6 | — | 33.5 | 18.9 | 20 | 26.8 | |
| FREQConstraint=true2019.03 | 34 | — | 32.4 | — | — | — | |
| Motifs + NICEBackbone=X-101-FPN2022.06 | 34 | — | 33.1 | 16.6 | 17.9 | 25.4 | |
| Motifs + DLFEBackbone=X-101-FPN2022.06 | 33.1 | — | 32.3 | 15.2 | 15.9 | 24.1 | |
| FREQdetector=Faster-RCNN, backbone=VGG2018.12 | 32.9 | 29.3 | 32.3 | — | — | — | |
| VCTree + TDEBackbone=X-101-FPN2022.06 | 32 | — | 28.8 | 15.2 | 17.5 | 23.4 | |
| VCTree + CogTreeBackbone=X-101-FPN2022.06 | 31.7 | — | 30.9 | 18.8 | 19.9 | 25.3 | |
| Graph-RCNN2018.12 | 31.6 | 29.6 | — | — | — | — | |
| Motifs + BPL-SABackbone=X-101-FPN2022.06 | 31 | — | 30.1 | 16.5 | 17.5 | 23.8 | |
| AEConstraint=false2019.03 | 30 | — | 26.5 | — | — | — | |
| Motifs + TDEBackbone=X-101-FPN2022.06 | 29.5 | — | 27.1 | 13.1 | 14.9 | 21.2 | |
| PCPLBackbone=VGG-162022.06 | 28.4 | — | 27.6 | 18.6 | 19.6 | 23.6 | |
| TFR2018.12 | 26.6 | 19.6 | 24.3 | — | — | — | |
| KERNConstraint=false2019.03 | 26.2 | — | 19.8 | — | — | — | |
| IMPConstraint=true2019.03 | 24.4 | — | 21.7 | — | — | — | |
| AsscEmbed2018.12 | 22.6 | 18.2 | 21.8 | — | — | — | |
| Motifs + CogTreeBackbone=X-101-FPN2022.06 | 22.2 | — | 21.6 | 14.9 | 16.1 | 18.7 | |
| SMNConstraint=false2019.03 | 20.6 | — | 15.4 | — | — | — | |
| FREQConstraint=false2019.03 | 19.6 | — | 13.5 | — | — | — | |
| DT2-ACBSBackbone=VGG-162022.06 | 17.6 | — | 16.2 | 24.8 | 27.5 | 21.5 | |
| IMP+Constraint=false2019.03 | 16.9 | — | 12.1 | — | — | — | |
| VRDConstraint=true2019.03 | 14.1 | — | 11.8 | — | — | — | |
| GPS-Netbackbone=VGG-16, detector=Faster R-CNN2020.03 | 12.6 | — | — | — | — | — | |
| VCTREE-HLmode=Hybrid Learning, detector=Faster-RCNN, backbone=VGG2018.12 | 10.8 | — | — | — | — | — | |
| VCTREE-HLbackbone=VGG-16, detector=Faster R-CNN2020.03 | 10.8 | — | — | — | — | — | |
| KERNConstraint=true2019.03 | 10 | — | 9.4 | — | — | — | |
| KERNbackbone=VGG-16, detector=Faster R-CNN2020.03 | 10 | — | — | — | — | — | |
| FREQdetector=Faster-RCNN, backbone=VGG2018.12 | 8.5 | — | — | — | — | — | |
| FREQbackbone=VGG-16, detector=Faster R-CNN2020.03 | 8.5 | — | — | — | — | — | |
| MOTIFSdetector=Faster-RCNN, backbone=VGG2018.12 | 8.2 | — | — | — | — | — | |
| MOTIFSbackbone=VGG-16, detector=Faster R-CNN2020.03 | 8.2 | — | — | — | — | — | |
| FREQConstraint=true2019.03 | 7.8 | — | 6.8 | — | — | — | |
| AEConstraint=false2019.03 | 7.8 | — | 6 | — | — | — | |
| SMNConstraint=true2019.03 | 7.6 | — | 7.1 | — | — | — | |
| IMP+Constraint=true2019.03 | 6 | — | 5.8 | — | — | — | |
| IMPbackbone=VGG-16, detector=Faster R-CNN2020.03 | 6 | — | — | — | — | — | |
| IMPConstraint=true2019.03 | 3.8 | — | 3.1 | — | — | — | |
| EGTRBackbone=DDETR-502024.04 | — | — | 39.8 | 11.9 | — | — | |
| FCSGG2024.04 | — | — | 23.5 | 3.7 | — | — | |
| RelTRBackbone=DETR-50, Evaluation Protocol=remeasured with ground truth objects2024.04 | — | — | 30.5 | 9.3 | — | — | |
| VRD2018.12 | — | 11.8 | 14.1 | — | — | — |