Predicate Classification on Visual Genome (VG) 150 object categories 50 relationship categories (test)
62.6mR@100PCPL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PCPLConstraint setting=unconstrained2020.09 | 62.6 | — | — | — | 50.6 | — | |
| KERNConstraint setting=unconstrained2020.09 | 49 | — | — | — | 36.3 | — | |
| SMNConstraint setting=unconstrained2020.09 | 37.9 | — | — | — | 27.5 | — | |
| PCPLConstraint setting=constrained2020.09 | 37.8 | — | — | — | 35.2 | — | |
| FREQConstraint setting=unconstrained2020.09 | 37.3 | — | — | — | 24.8 | — | |
| VCTree-TDEGraph Constraint=true2021.07 | 29.6 | 34.4 | 44.8 | 49.2 | 26.2 | 19.2 | |
| SMN+TDEConstraint setting=constrained2020.09 | 29.1 | — | — | — | 25.5 | — | |
| IMP+Constraint setting=unconstrained2020.09 | 28.9 | — | — | — | 20.3 | — | |
| MOTIFS-DLFEGraph Constraint=true2021.07 | 28.8 | 46.4 | 52.5 | 54.2 | 26.9 | 22.1 | |
| MOTIFS-TDEGraph Constraint=true2021.07 | 27.9 | 32.9 | 45 | 50.6 | 24.2 | 17.4 | |
| VCTree-DLFEGraph Constraint=true2021.07 | 27.1 | 45.7 | 51.8 | 53.5 | 25.3 | 20.8 | |
| MOTIFS-PCPLGraph Constraint=true2021.07 | 26.1 | 48.4 | 54.7 | 56.5 | 24.3 | 19.3 | |
| VCTree-PCPLGraph Constraint=true2021.07 | 24.5 | 50.5 | 56.9 | 58.7 | 22.8 | 18.7 | |
| GB-Net-betaBackbone=VGG-16, Graph Constraint=true2021.07 | 24 | — | 66.6 | 68.2 | 22.1 | — | |
| VCTree-STLGraph Constraint=true2021.07 | 23.5 | 57.1 | 65.2 | 67 | 21.4 | 14.3 | |
| GPS-NetStage Type=One-Stage, Backbone=VGG-16, Detector=Faster-RCNN2020.03 | 22.8 | 60.7 | 66.9 | 68.8 | — | — | |
| GPS-NetBackbone=VGG-16, Graph Constraint=true2021.07 | 22.8 | 60.7 | 66.9 | 68.8 | 21.3 | 17.4 | |
| MOTIFS-STLGraph Constraint=true2021.07 | 22.3 | 56.5 | 65 | 66.9 | 20.1 | 13.3 | |
| Part-AwareBackbone=VGG-16, Graph Constraint=true2021.07 | 20.9 | 61.8 | 67.7 | 69.4 | 19.2 | 15.2 | |
| VCTree-ReweightGraph Constraint=true2021.07 | 20.4 | 53.8 | 60.7 | 62.6 | 19.4 | 16.3 | |
| MOTIFS-L2+uKDGraph Constraint=true2021.07 | 20.3 | 57.4 | 64.1 | 66 | 18.6 | 14.2 | |
| MOTIFS-L2+cKDGraph Constraint=true2021.07 | 20.2 | 57.7 | 64.6 | 66.4 | 18.5 | 14.4 | |
| MOTIFS-ResampleGraph Constraint=true2021.07 | 20 | 57.6 | 64.6 | 66.7 | 18.5 | 14.7 | |
| VCTree-L2+cKDGraph Constraint=true2021.07 | 20 | 59 | 65.4 | 67.1 | 18.4 | 14.4 | |
| VCTree-L2+uKDGraph Constraint=true2021.07 | 19.9 | 58.5 | 65 | 66.7 | 18.2 | 14.2 | |
| VCTREE-HLStage Type=Two-Stage2020.03 | 19.4 | 60.1 | 66.4 | 68.1 | — | — | |
| VCTreeConstraint setting=constrained2020.09 | 19.4 | — | — | — | 17.9 | — | |
| VCTreeBackbone=VGG-16, Graph Constraint=true2021.07 | 19.4 | 60.1 | 66.4 | 68.1 | 17.9 | 14 | |
| KERNStage Type=One-Stage2020.03 | 19.2 | — | 65.8 | 67.6 | — | — | |
| KERNConstraint setting=constrained2020.09 | 19.2 | — | — | — | 17.7 | — | |
| KERNBackbone=VGG-16, Graph Constraint=true2021.07 | 19.2 | — | 65.8 | 67.6 | 17.7 | — | |
| VCTreeGraph Constraint=true2021.07 | 19.1 | 59.8 | 65.9 | 67.5 | 17.7 | 14.1 | |
| MOTIFS-ReweightGraph Constraint=true2021.07 | 18.6 | 45.4 | 54.7 | 56.5 | 17.3 | 14.3 | |
| MOTIFSGraph Constraint=true2021.07 | 17.8 | 59 | 65.5 | 67.2 | 16.5 | 13 | |
| FREQStage Type=One-Stage, Backbone=VGG-16, Detector=Faster-RCNN2020.03 | 16 | 53.6 | 60.6 | 62.2 | — | — | |
| FREQBackbone=VGG-16, Graph Constraint=true2021.07 | 16 | 53.6 | 60.6 | 62.2 | 13 | 8.3 | |
| FREQConstraint setting=constrained2020.09 | 15.8 | — | — | — | 13.3 | — | |
| MOTIFSStage Type=One-Stage, Backbone=VGG-16, Detector=Faster-RCNN2020.03 | 15.3 | 58.5 | 65.2 | 67.1 | — | — | |
| MOTIFSBackbone=VGG-16, Graph Constraint=true2021.07 | 15.3 | 58.5 | 65.2 | 67.1 | 14 | 10.8 | |
| MOTIFS-FocalGraph Constraint=true2021.07 | 15 | 59.2 | 65.8 | 67.7 | 13.9 | 10.9 | |
| SMNConstraint setting=constrained2020.09 | 14.4 | — | — | — | 13.3 | — | |
| IMPStage Type=One-Stage2020.03 | 10.5 | 52.7 | 59.3 | 61.3 | — | — | |
| IMP+Constraint setting=constrained2020.09 | 10.5 | — | — | — | 9.8 | — | |
| IMP+Backbone=VGG-16, Graph Constraint=true2021.07 | 10.5 | 52.7 | 59.3 | 61.3 | 9.8 | — | |
| CMATStage Type=Two-Stage2020.03 | — | 60.2 | 66.4 | 68.1 | — | — | |
| DG-PGNNBackbone=VGG-16, Graph Constraint=true2021.07 | — | — | 69 | 72.1 | — | — | |
| GPIStage Type=Two-Stage2020.03 | — | — | 65.1 | 66.9 | — | — | |
| GPS-NetStage Type=One-Stage, Backbone=ResNet-101, Detector=Faster-RCNN2020.03 | — | 67.6 | 69.7 | 69.7 | — | — | |
| Graph-RCNNStage Type=One-Stage2020.03 | — | — | 54.2 | 59.1 | — | — | |
| HCNetBackbone=VGG-16, Graph Constraint=true2021.07 | — | 59.6 | 66.4 | 68.8 | — | — | |
| HOSE-NetBackbone=VGG-16, Graph Constraint=true2021.07 | — | — | 66.7 | 69.2 | — | — | |
| NODISBackbone=VGG-16, Graph Constraint=true2021.07 | — | 58.9 | 66 | 67.9 | — | — | |
| RelDNStage Type=One-Stage, Backbone=ResNet-101, Detector=Faster-RCNN2020.03 | — | 66.9 | 68.4 | 68.4 | — | — | |
| UVTransEBackbone=VGG-16, Graph Constraint=true2021.07 | — | — | 61.2 | 64.3 | — | — | |
| VCTREE-SLStage Type=One-Stage2020.03 | — | 59.8 | 66.2 | 67.9 | — | — |