Graph Learning for Fashion Compatibility Modeling

Preface
Acknowledgements
Contents
About the Authors
1 Introduction
	1.1 Background
	1.2 Challenges
	1.3 Our Solutions
	1.4 Book Structure
2 Correlation-Oriented Graph Learning for OCM
	2.1 Introduction
	2.2 Related Work
	2.3 Methodology
		2.3.1 Problem Formulation
		2.3.2 Multimodal Outfit Compatibility Modeling
	2.4 Experiment
		2.4.1 Experimental Settings
		2.4.2 Model Comparison
		2.4.3 Ablation Study
		2.4.4 Case Study
	2.5 Summary
3 Modality-Oriented Graph Learning for OCM
	3.1 Introduction
	3.2 Related Work
	3.3 Methodology
		3.3.1 Problem Formulation
		3.3.2 Multimodal Embedding
		3.3.3 Modality-Oriented Graph Learning
		3.3.4 Outfit Compatibility Estimation
	3.4 Experiment
		3.4.1 Experimental Settings
		3.4.2 Model Comparison
		3.4.3 Ablation Study
		3.4.4 Modality Comparison
		3.4.5 Hyperparameter Discussion
	3.5 Summary
4 Unsupervised Disentangled Graph Learning for OCM
	4.1 Introduction
	4.2 Related Work
	4.3 Methodology
		4.3.1 Problem Formulation
		4.3.2 Context-Aware Outfit Representation Learning
		4.3.3 Hidden Complementary Factors Learning
		4.3.4 Outfit Compatibility Modeling
	4.4 Experiment
		4.4.1 Experimental Settings
		4.4.2 Model Comparison
		4.4.3 Ablation Study
		4.4.4 Case Study
	4.5 Summary
5 Supervised Disentangled Graph Learning for OCM
	5.1 Introduction
	5.2 Related Work
	5.3 Methodology
		5.3.1 Problem Formulation
		5.3.2 Partially Supervised Compatibility Modeling
	5.4 Experiment
		5.4.1 Experimental Settings
		5.4.2 Model Comparison
		5.4.3 Ablation Study
		5.4.4 Case Study
	5.5 Summary
6 Heterogeneous Graph Learning for Personalized OCM
	6.1 Introduction
	6.2 Related Work
	6.3 Methodology
		6.3.1 Problem Formulation
		6.3.2 Metapath-Guided Personalized Compatibility Modeling
	6.4 Experiment
		6.4.1 Experimental Settings
		6.4.2 Model Comparison
		6.4.3 Ablation Study
		6.4.4 Sensitivity Analysis
		6.4.5 Case Study
	6.5 Summary
7 Research Frontiers
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	7.1 Efficient Fashion Compatibility Modeling
	7.2 Unbiased Fashion Compatibility Modeling
	7.3 Try-On Enhanced Fashion Compatibility Modeling