| DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode) | 37.6 | 22.1 | 30.0 | Recovering the Unbiased Scene Graphs from the Biased Ones | |
| CogTree (VCTree-ResNeXt-101-FPN backbone; SGDet mode) | - | 7.8 | - | CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation | |
| CogTree (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode) | 32.4 | 20.9 | - | CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation | |
| TDE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode) | 19.9 | 9.9 | 10.7 | Unbiased Scene Graph Generation from Biased Training | |
| DLFE (VCTree-ResNeXt-101-FPN backbone; SGDet mode) | 18.1 | 8.6 | 11.8 | Recovering the Unbiased Scene Graphs from the Biased Ones | |
| DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode) | 21.5 | 12.8 | 17.6 | Recovering the Unbiased Scene Graphs from the Biased Ones | |
| CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode) | - | 7.9 | - | CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation | |
| DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode) | 36.0 | 20.8 | 29.1 | Recovering the Unbiased Scene Graphs from the Biased Ones | |
| IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode) | 44.1 | 28.9 | 36.0 | Fine-Grained Scene Graph Generation with Data Transfer | |
| PCPL (VCTree-ResNeXt-101-FPN backbone; SGDet mode) | 17.8 | 8.1 | 9.9 | PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation | |
| DLFE (VCTree-ResNeXt-101-FPN backbone; SGCls mode) | - | 15.8 | 21.6 | Recovering the Unbiased Scene Graphs from the Biased Ones | |
| PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode) | 23.2 | 12.7 | 17.2 | PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation | |
| DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode) | 18.8 | 8.6 | 11.7 | Recovering the Unbiased Scene Graphs from the Biased Ones | |
| TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode) | 18.6 | 11.2 | 12.4 | Unbiased Scene Graph Generation from Biased Training | |
| CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode) | - | 12.1 | - | CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation | |
| TDE (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode) | 13.2 | 9.7 | 7.4 | Unbiased Scene Graph Generation from Biased Training | |
| PCPL (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode) | 18.0 | 8.0 | 9.8 | PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation | |
| CogTree (VCTree-ResNeXt-101-FPN backbone; PredCls mode) | 35.9 | 22.0 | - | CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation | |
| PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode) | 34.6 | 18.7 | 25.1 | PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation | |
| SHA-GCL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode) | - | 35.6 | - | Stacked Hybrid-Attention and Group Collaborative Learning for Unbiased Scene Graph Generation | |