Scene Graph Classification (SGCls) on Visual Genome (VG)
27.9ng mR@50DPL
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DPLBackbone=VCTree2024.07 | 27.9 | 19.6 | 33.9 | |
| SQUATBi-level sampling=true, Graph Constraints=false2023.04 | 27.1 | 18.7 | 32.6 | |
| DPLBackbone=Motifs2024.07 | 26.2 | 18.5 | 32 | |
| PCPLBackbone=VCTree2024.07 | 25.9 | 17.2 | 32.7 | |
| GB-NET-8Backbone=VGG16, Graph Constraints=false2023.04 | 25.6 | — | 32.1 | |
| VCTreeGraph Constraints=false2023.04 | 23.3 | 14.3 | 31.4 | |
| VCTreeBackbone=VCTree2024.07 | 23.3 | 14.3 | 31.4 | |
| RwtBackbone=VCTree2024.07 | 21.3 | 14.1 | 27.8 | |
| PCPLBackbone=Motifs2024.07 | 19.9 | 13.1 | 25.6 | |
| KERNBackbone=VGG16, Graph Constraints=false2023.04 | 19.8 | — | 26.2 | |
| VCTree-TDEGraph Constraints=false2023.04 | 19.1 | 12.4 | 25.5 | |
| RwtBackbone=Motifs2024.07 | 19.1 | 12.6 | 24.3 | |
| TDEBackbone=VCTree2024.07 | 19.1 | 12.4 | 25.5 | |
| MotifsGraph Constraints=false2023.04 | 19 | 11.3 | 25 | |
| MotifsBackbone=Motifs2024.07 | 19 | 11.3 | 25 | |
| TDEBackbone=Motifs2024.07 | 16.1 | 10.7 | 21.1 | |
| GPS-NetGraph Constraints=false2023.04 | 15.9 | 8.3 | 23.1 | |
| MotifsBackbone=VGG16, Graph Constraints=false2023.04 | 15.4 | — | 20.6 | |
| Frequency+Backbone=VGG16, Graph Constraints=false2023.04 | 13.5 | — | 19.6 | |
| IMP+Backbone=VGG16, Graph Constraints=false2023.04 | 12.1 | — | 16.9 |