Predicate Classification on Visual Genome 1.0 (test)
75.2R@100Pixel2Graph
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Pixel2Graphsource=original paper2018.08 | 75.2 | 68 | — | — | — | — | — | — | |
| MSDN2017.07 | 71.01 | 67.03 | — | — | — | — | — | — | |
| ResCAGCN + PUMPUM=true2021.03 | 68.3 | — | — | — | — | — | — | — | |
| VCTREE-HLTraining mode=hybrid learning2021.03 | 68.1 | — | — | — | — | — | — | — | |
| VCTREE-SLTraining mode=supervised learning2021.03 | 67.9 | — | — | — | — | — | — | — | |
| ResCAGCN2021.03 | 67.9 | — | — | — | — | — | — | — | |
| KERN2021.03 | 67.6 | — | — | — | — | — | — | — | |
| VCTREE-SL + PUMPUM=true2021.03 | 67.6 | — | — | — | — | — | — | — | |
| SMN + PUMPUM=true2021.03 | 67.5 | — | — | — | — | — | — | — | |
| KERN + PUMPUM=true2021.03 | 67.5 | — | — | — | — | — | — | — | |
| SMN2021.03 | 67.1 | — | — | — | — | — | — | — | |
| MSDNsource=original paper2018.08 | 66.4 | 63.1 | — | — | — | — | — | — | |
| ISGG2017.07 | 62.74 | 58.17 | — | — | — | — | — | — | |
| FREQ2021.03 | 62.2 | — | — | — | — | — | — | — | |
| IMP + PUMRe-implemented=from [35], PUM=true2021.03 | 61.8 | — | — | — | — | — | — | — | |
| IMPRe-implemented=from [35]2021.03 | 61.3 | — | — | — | — | — | — | — | |
| Graph R-CNNsource=this paper2018.08 | 59.1 | 54.2 | — | — | — | — | — | — | |
| MSDN†source=re-implementation, backbone=same object detection backbone2018.08 | 57.9 | 53.2 | — | — | — | — | — | — | |
| IMPsource=original paper2018.08 | 53 | 44.8 | — | — | — | — | — | — | |
| NM-Freq†source=re-implementation, backbone=same object detection backbone2018.08 | 48.8 | 41.8 | — | — | — | — | — | — | |
| IMP†source=re-implementation, backbone=same object detection backbone2018.08 | 45.2 | 40.8 | — | — | — | — | — | — | |
| LP2017.07 | 33.32 | 26.67 | — | — | — | — | — | — | |
| Depth-VRDfeatures=depth maps (d)2019.05 | — | — | 9.51 | 8.46 | 6.35 | 54.72 | 51.9 | 43.86 | |
| Depth-VRDfeatures=context (c)2019.05 | — | — | 15.65 | 13.09 | 8.56 | 64.82 | 60.54 | 49.89 | |
| Depth-VRDfeatures=visual (v)2019.05 | — | — | 13.88 | 12.24 | 8.99 | 61.72 | 58.5 | 50.41 | |
| Depth-VRDfeatures=location (l)2019.05 | — | — | 5.19 | 4.66 | 3.57 | 49.07 | 46.13 | 37.48 | |
| Depth-VRDfeatures=visual, depth maps (v, d)2019.05 | — | — | 15.47 | 14.04 | 10.83 | 62.88 | 60.52 | 53.07 | |
| Depth-VRDfeatures=location, visual, depth maps (l, v, d)2019.05 | — | — | 15.76 | 14.4 | 11.07 | 63.06 | 60.83 | 53.55 | |
| Depth-VRDfeatures=location, context, depth maps (l, c, d)2019.05 | — | — | 21.67 | 19.56 | 15.12 | 67.97 | 66.09 | 59.13 | |
| Depth-VRDfeatures=location, context, visual (l, c, v)2019.05 | — | — | 19.16 | 17.72 | 13.93 | 67.94 | 66.06 | 59.14 | |
| Depth-VRDfeatures=location, context, visual, depth maps (l, c, v, d)2019.05 | — | — | 22.72 | 20.74 | 16.4 | 68 | 66.18 | 59.44 | |
| Graph R-CNN2019.05 | — | — | — | — | — | 59.1 | 54.2 | — | |
| IMP2019.05 | — | — | — | — | — | 53 | 44.8 | — | |
| NM2019.05 | — | — | 14.39 | 13.2 | 10.25 | 67.1 | 65.2 | 58.5 | |
| VTransE2019.05 | — | — | — | — | — | 62.87 | 62.63 | — | |
| Yu's-S2019.05 | — | — | — | — | — | 49.88 | — | — | |
| Yu's-S+T2019.05 | — | — | — | — | — | 55.89 | — | — |