Scene Graph Classification on Visual Genome (VG) 150 object categories, 50 relationship categories (test)
42.3R@50GPS-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GPS-NetStage Type=One-Stage, Backbone=ResNet-101, Detector=Faster-RCNN2020.03 | 42.3 | 41.8 | 42.3 | — | |
| GPS-NetStage Type=One-Stage, Backbone=VGG-16, Detector=Faster-RCNN2020.03 | 39.2 | 36.1 | 40.1 | 12.6 | |
| CMATStage Type=Two-Stage2020.03 | 39 | 35.9 | 39.8 | — | |
| VCTREE-HLStage Type=Two-Stage2020.03 | 38.1 | 35.2 | 38.8 | 10.8 | |
| VCTREE-SLStage Type=One-Stage2020.03 | 37.9 | 35 | 38.6 | — | |
| CMAT-XEStage Type=One-Stage2020.03 | 36.9 | 34 | 37.6 | — | |
| RelDNStage Type=One-Stage, Backbone=ResNet-101, Detector=Faster-RCNN2020.03 | 36.8 | 36.1 | 36.8 | — | |
| KERNStage Type=One-Stage2020.03 | 36.7 | — | 37.4 | 10 | |
| GPIStage Type=Two-Stage2020.03 | 36.5 | — | 38.8 | — | |
| MOTIFSStage Type=One-Stage, Backbone=VGG-16, Detector=Faster-RCNN2020.03 | 35.8 | 32.9 | 36.5 | 8.2 | |
| IMPStage Type=One-Stage2020.03 | 34.6 | 31.7 | 35.4 | 6 | |
| FREQStage Type=One-Stage, Backbone=VGG-16, Detector=Faster-RCNN2020.03 | 32.3 | 29.3 | 32.9 | 8.5 | |
| Graph-RCNNStage Type=One-Stage2020.03 | 29.6 | — | 31.6 | — |