Scene Graph Classification on Visual Genome (SGCls)
42.3R@100PE-Net(P)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PE-Net(P)Backbone=ResNeXt-101-FPN, Training Protocol=PL only2023.03 | 42.3 | 41.3 | 13.1 | 14.8 | 27.2 | 28.6 | |
| VCTreeBackbone=ResNeXt-101-FPN2023.03 | 41.6 | 40.3 | 7.9 | 8.3 | 24.1 | 25 | |
| PE-NetBackbone=ResNeXt-101-FPN, Training Protocol=PL and PR2023.03 | 40.7 | 39.4 | 17.8 | 18.9 | 28.6 | 29.8 | |
| MotifsBackbone=ResNeXt-101-FPN2023.03 | 39.8 | 38.9 | 8.3 | 8.8 | 23.6 | 24.3 | |
| VTransEBackbone=ResNeXt-101-FPN2023.03 | 39.4 | 38.6 | 8.2 | 8.7 | 23.4 | 24.1 | |
| GPS-NetBackbone=ResNeXt-101-FPN, Reproduction=codebase [13], [27]2023.03 | 39.2 | 37.8 | 8.5 | 9.1 | 23.2 | 24.2 | |
| R-CAGCNBackbone=ResNeXt-101-FPN2023.03 | 39 | 38.3 | 10.2 | 11.1 | 24.3 | 25.1 | |
| GR-CNNBackbone=ResNeXt-101-FPN, Reproduction=codebase [13], [27]2023.03 | 38.5 | 37 | 9 | 9.5 | 23 | 24 | |
| BGNNBackbone=ResNeXt-101-FPN, Reproduction=codebase [13], [27]2023.03 | 38.5 | 37.4 | 14.3 | 16.5 | 25.9 | 27.5 | |
| KERNBackbone=ResNeXt-101-FPN, Reproduction=codebase [13], [27]2023.03 | 37.4 | 36.7 | 9.4 | 10 | 23.1 | 23.7 | |
| PE-Net-ReweightBackbone=ResNeXt-101-FPN, Training Protocol=PL and PR, Re-weighting Strategy=[2]2023.03 | 37.3 | 36.1 | 28.3 | 29.2 | 29.2 | 30.4 | |
| Motifs-NICEBackbone=ResNeXt-101-FPN2023.03 | 34 | 33.1 | 16.6 | 17.9 | 24.9 | 26 | |
| Motifs-ReweightBackbone=ResNeXt-101-FPN, Re-weighting Strategy=[2]2023.03 | 33.4 | 32.1 | 17.7 | 19.1 | 22.2 | 23.5 | |
| Motifs-BPL-SABackbone=ResNeXt-101-FPN2023.03 | 31 | 30.1 | 16.5 | 17.5 | 23.3 | 24.3 | |
| Motifs-TDEBackbone=ResNeXt-101-FPN, Strategy=TDE2023.03 | 29.9 | 27.7 | 13.1 | 14.9 | 20.4 | 22.4 | |
| Motifs-PPDLBackbone=ResNeXt-101-FPN2023.03 | 29.3 | 28.4 | 17.5 | 18.2 | 23 | 23.8 | |
| Motifs-GCLBackbone=ResNeXt-101-FPN2023.03 | 27.1 | 26.1 | 20.8 | 21.8 | 23.5 | 24.5 | |
| Motifs-CogTreeBackbone=ResNeXt-101-FPN2023.03 | 22.2 | 21.6 | 14.9 | 16.1 | 18.3 | 19.2 | |
| RU-NetBackbone=ResNeXt-101-FPN2023.03 | 14.6 | — | — | — | — | 29 |