Predicate Classification on Visual Genome (test)
81.9R@50KERN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KERNConstraint=false2019.03 | 81.9 | — | 88.9 | — | — | |
| SMNConstraint=false2019.03 | 81.1 | — | 88.3 | — | — | |
| IMP+Constraint=false2019.03 | 75.2 | — | 83.6 | — | — | |
| FREQConstraint=false2019.03 | 71.3 | — | 81.2 | — | — | |
| AEConstraint=false2019.03 | 68 | — | 75.2 | — | — | |
| VCTREE-HLdetector=Faster-RCNN, backbone=VGG2018.12 | 66.4 | 60.1 | 68.1 | — | — | |
| VCTREE-SLdetector=Faster-RCNN, backbone=VGG2018.12 | 66.2 | 59.8 | 67.9 | — | — | |
| Multi-Branchdetector=Faster-RCNN, backbone=VGG2018.12 | 66.1 | 59.5 | 67.8 | — | — | |
| Chaindetector=Faster-RCNN, backbone=VGG2018.12 | 66 | 59.4 | 67.7 | — | — | |
| Overlapdetector=Faster-RCNN, backbone=VGG2018.12 | 66 | 59.5 | 67.8 | — | — | |
| KERNConstraint=true2019.03 | 65.8 | — | 67.6 | — | — | |
| VCTree2022.11 | 65.5 | — | 67.2 | 15.4 | 16.6 | |
| MOTIFSdetector=Faster-RCNN, backbone=VGG2018.12 | 65.2 | 58.5 | 67.1 | — | — | |
| SMNConstraint=true2019.03 | 65.2 | — | 67.1 | — | — | |
| IMP2022.11 | 61.6 | — | 63.6 | 11.5 | 12.4 | |
| FREQdetector=Faster-RCNN, backbone=VGG2018.12 | 60.6 | 53.6 | 62.2 | — | — | |
| FREQConstraint=true2019.03 | 59.9 | — | 64.1 | — | — | |
| Inf-IMPRe-train=No2022.11 | 59.9 | — | 62 | 25.1 | 28.3 | |
| MOTIF2022.11 | 59.6 | — | 64 | 12.9 | 15.5 | |
| Inf-VCTreeRe-train=No2022.11 | 59.5 | — | 61 | 28.1 | 30.7 | |
| IMPdetector=Faster-RCNN, backbone=VGG2018.12 | 59.3 | 52.7 | 61.3 | — | — | |
| IMP+Constraint=true2019.03 | 59.3 | — | 61.3 | — | — | |
| BGNNRe-train=Yes2022.11 | 59.2 | — | 61.3 | 30.4 | 32.9 | |
| NICE-MOTIFRe-train=Yes2022.11 | 55.1 | — | 57.2 | 29.9 | 32.3 | |
| NICE-VCTreeRe-train=Yes2022.11 | 55 | — | 56.9 | 30.7 | 33 | |
| EGTRBackbone=DDETR-502024.04 | 54.3 | — | — | 16.6 | — | |
| Graph-RCNN2018.12 | 54.2 | — | 59.1 | — | — | |
| AsscEmbed2018.12 | 54.1 | 47.9 | 55.4 | — | — | |
| TFR2018.12 | 51.9 | 40.1 | 58.3 | — | — | |
| DLFE-VCTreeRe-train=Yes2022.11 | 51.8 | — | 53.5 | 25.3 | 27.1 | |
| DLFE-MOTIFRe-train=Yes2022.11 | 51.6 | — | 53.2 | 26.9 | 28.8 | |
| Inf-MOTIFRe-train=No2022.11 | 51.5 | — | 55.1 | 24.7 | 30.7 | |
| Unb-VCTreeRe-train=No2022.11 | 47.2 | — | 51.6 | 25.4 | 28.7 | |
| Unb-MOTIFRe-train=No2022.11 | 45.9 | — | 51.2 | 24.8 | 28.7 | |
| IMPConstraint=true2019.03 | 44.8 | — | 53 | — | — | |
| FCSGG2024.04 | 41 | — | — | 6.3 | — | |
| KERNConstraint=false2019.03 | 36.3 | — | 49 | — | — | |
| RelTRBackbone=DETR-50, Evaluation Protocol=remeasured with ground truth objects2024.04 | 36 | — | — | 10.8 | — | |
| VRD2018.12 | 27.9 | — | 35 | — | — | |
| VRDConstraint=true2019.03 | 27.9 | — | 35 | — | — | |
| SMNConstraint=false2019.03 | 27.5 | — | 37.9 | — | — | |
| FREQConstraint=false2019.03 | 24.8 | — | 37.3 | — | — | |
| DT2-ACBSRe-train=Yes2022.11 | 23.3 | — | 25.6 | 35.9 | 39.7 | |
| IMP+Constraint=false2019.03 | 20.3 | — | 28.9 | — | — | |
| KERNConstraint=true2019.03 | 17.7 | — | 19.2 | — | — | |
| AEConstraint=false2019.03 | 15.1 | — | 19.5 | — | — | |
| FREQConstraint=true2019.03 | 13.3 | — | 15.8 | — | — | |
| SMNConstraint=true2019.03 | 13.3 | — | 14.4 | — | — | |
| IMP+Constraint=true2019.03 | 9.8 | — | 10.5 | — | — | |
| IMPConstraint=true2019.03 | 6.1 | — | 8 | — | — | |
| FREQdetector=Faster-RCNN, backbone=VGG2018.12 | — | — | 16 | — | — | |
| MOTIFSdetector=Faster-RCNN, backbone=VGG2018.12 | — | — | 15.3 | — | — | |
| VCTREE-HLmode=Hybrid Learning, detector=Faster-RCNN, backbone=VGG2018.12 | — | — | 19.4 | — | — |