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Unbiased Scene Graph Generation On Visual

Metrics

F@100
mR@20
ng-mR@20

Results

Performance results of various models on this benchmark

Paper TitleRepository
SHA-GCL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)-35.6-Stacked Hybrid-Attention and Group Collaborative Learning for Unbiased Scene Graph Generation
IETrans (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)44.128.936.0Fine-Grained Scene Graph Generation with Data Transfer
DPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)44.926.231.3Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation
DLFE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)37.622.130.0Recovering the Unbiased Scene Graphs from the Biased Ones
CogTree (VCTree-ResNeXt-101-FPN backbone; PredCls mode)35.922.0-CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation
CogTree (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)32.420.9-CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation
DLFE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)36.020.829.1Recovering the Unbiased Scene Graphs from the Biased Ones
PCPL (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)35.719.325.6PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation
TDE (VCTree-ResNeXt-101-FPN backbone; PredCls mode)36.919.220.9Unbiased Scene Graph Generation from Biased Training
PCPL (VCTree-ResNeXt-101-FPN backbone; PredCls mode)34.618.725.1PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation
IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)26.017.521.8Fine-Grained Scene Graph Generation with Data Transfer
TDE (MOTIFS-ResNeXt-101-FPN backbone; PredCls mode)37.217.418.7Unbiased Scene Graph Generation from Biased Training
DLFE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)-15.821.6Recovering the Unbiased Scene Graphs from the Biased Ones
CogTree (VCTree-ResNeXt-101-FPN backbone; SGCls mode)-15.4-CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation
DPL (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)25.214.118.5Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph Generation
DLFE (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)21.512.817.6Recovering the Unbiased Scene Graphs from the Biased Ones
PCPL (VCTree-ResNeXt-101-FPN backbone; SGCls mode)23.212.717.2PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation
CogTree (MOTIFS-ResNeXt-101-FPN backbone; SGCls mode)-12.1-CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation
TDE (VCTree-ResNeXt-101-FPN backbone; SGCls mode)18.611.212.4Unbiased Scene Graph Generation from Biased Training
IETrans (MOTIFS-ResNeXt-101-FPN backbone; SGDet mode)21.710.913.4Fine-Grained Scene Graph Generation with Data Transfer
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Unbiased Scene Graph Generation On Visual | SOTA | HyperAI