Scene Graph Classification on VG 1800 (test)
0.1893Top-1 AccuracyMotif
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MotifBase Model=Motif2022.03 | 0.1893 | 0.18 | 0.36 | 37 | 0.2608 | 0.74 | 1.43 | 90 | 0.2728 | 1.15 | 2.21 | 121 | |
| Motif + Focal LossBase Model=Motif, Loss Function=Focal Loss2022.03 | 0.1855 | 0.14 | 0.28 | 29 | 0.2591 | 0.51 | 1 | 52 | 0.2714 | 0.76 | 1.48 | 80 | |
| Motif + RelMixBase Model=Motif, Augmentation Strategy=RelMix2022.03 | 0.1827 | 0.22 | 0.43 | 47 | 0.2557 | 0.83 | 1.6 | 100 | 0.2671 | 1.26 | 2.42 | 130 | |
| Motif + IETransBase Model=Motif, Transfer Ratio (kt)=10%2022.03 | 0.1824 | 1.68 | 3.16 | 212 | 0.258 | 1.68 | 3.16 | 212 | 0.2725 | 2.54 | 4.65 | 264 | |
| Motif + TDEBase Model=Motif, Debiasing Strategy=TDE2022.03 | 0.1802 | 0.11 | 0.22 | 15 | 0.2485 | 0.38 | 0.75 | 38 | 0.2614 | 0.56 | 1.1 | 53 | |
| BGNNBase Model=BGNN2022.03 | 0.1629 | 0.18 | 0.36 | 22 | 0.2299 | 0.86 | 1.65 | 159 | 0.2415 | 1.48 | 2.78 | 221 | |
| Motif + IETransBase Model=Motif, Transfer Ratio (kt)=90%2022.03 | 0.0491 | 1.78 | 2.62 | 298 | 0.2066 | 4.72 | 7.68 | 538 | 0.2485 | 6.54 | 10.36 | 637 |