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Unbiased Scene Graph Generation

Unbiased Scene Graph Generation (Unbiased SGG) aims to predict more informative scene graphs composed of more "tail predicates" *(in contrast to "head predicates" in terms of class frequencies) by dealing with the skewed, long-tailed predicate class distribution. (Definition from Chiou et al. "Recovering the Unbiased Scene Graphs from the Biased Ones")

Papers

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Showing 1–30 of 30 papers

TitleStatusHype
Unbiased Scene Graph Generation from Biased TrainingCode2
CogTree: Cognition Tree Loss for Unbiased Scene Graph GenerationCode1
Compositional Feature Augmentation for Unbiased Scene Graph GenerationCode1
Bipartite Graph Network with Adaptive Message Passing for Unbiased Scene Graph GenerationCode1
Dual-branch Hybrid Learning Network for Unbiased Scene Graph GenerationCode1
Fine-Grained Scene Graph Generation with Data TransferCode1
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph GenerationCode1
Recovering the Unbiased Scene Graphs from the Biased OnesCode1
Resistance Training using Prior Bias: toward Unbiased Scene Graph GenerationCode1
Semantic Diversity-aware Prototype-based Learning for Unbiased Scene Graph GenerationCode1
Stacked Hybrid-Attention and Group Collaborative Learning for Unbiased Scene Graph GenerationCode1
Unbiased Scene Graph Generation in VideosCode1
Vision Relation Transformer for Unbiased Scene Graph GenerationCode1
Head-Tail Cooperative Learning Network for Unbiased Scene Graph GenerationCode0
Skew Class-balanced Re-weighting for Unbiased Scene Graph GenerationCode0
Multi-Label Meta Weighting for Long-Tailed Dynamic Scene Graph GenerationCode0
PPDL: Predicate Probability Distribution Based Loss for Unbiased Scene Graph Generation—0
Context-aware Mixture-of-Experts for Unbiased Scene Graph Generation—0
Unbiased Scene Graph Generation via Two-stage Causal Modeling—0
Rethinking the Evaluation of Unbiased Scene Graph Generation—0
Unbiased Scene Graph Generation using Predicate Similarities—0
ALF: Adaptive Label Finetuning for Scene Graph Generation—0
FloCoDe: Unbiased Dynamic Scene Graph Generation with Temporal Consistency and Correlation Debiasing—0
Ensemble Predicate Decoding for Unbiased Scene Graph Generation—0
Unbiased Scene Graph Generation via Rich and Fair Semantic Extraction—0
Generalized Unbiased Scene Graph Generation—0
Label Semantic Knowledge Distillation for Unbiased Scene Graph Generation—0
Learning Structured Representations of Visual Scenes—0
Unbiased Scene Graph Generation by Type-Aware Message Passing on Heterogeneous and Dual Graphs—0
Peer Learning for Unbiased Scene Graph Generation—0
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