fashionXrecsys

Fashion Recommender Systems

The advent of online sites for the sale of fashion items and the consequent increase in users who benefit from them, has led in recent years to the development of more and more efficient recommendation systems for fashion. On this page, the articles related to this area have been and will be collected, divided into 3 tables based on their task:

• item recommandation
• outfit recommandation
• other recommendation (size, attribute prediction, style consistency, etc.)

Papers

Item recommendation systems

Year	Authors	Title	Venue	Content	Code	Dataset
2021	Yu et al.	Visually aware recommendation with aesthetic features	VLDB Journal	Temporal/item information		Link
2020	Li et al.	Bootstrapping Complete the Look at Pinterest	SIGKDD	Style		Link
2020	Meichen et al.	Design and realization of a collocation recommendation system for women's clothing	Fangzhi Xuebao/Journal of Textile Research
2020	Dong et al.	An interactive knowledge-based recommender system for fashion product design in the big data environment	Information Sciences	Item/body features
2019	Lu Sun et al.	Personalized clothing recommendation combining user social circle and fashion style consistency	CiHB	U-I interaction, style
2018	Agarwal et al.	Personalizing Similar Product Recommendations in Fashion E-commerce	CORR	User feedback		Link
2018	Hwangbo et al.	Recommendation system development for fashion retail e-commerce	J.ECRA
2018	Zhou et al.	Fashion Sensitive Clothing Recommendation Using Hierarchical Collocation Model	ACM MM	Deep visual features		Link Link
2018	Jagadeesh et al.	Large scale visual recommendations from street fashion images	KDD	Item features
2018	Qian et al.	Algorithmic clothing: hybrid recommendation, from street-style-to-shop.	CORR	Item features
2017	Yin et al.	Enhancing Fashion Recommendation with Visual Compatibility Relationship	WWW	U-I Interaction		Link Link
2017	Zhao et al.	Deep Style Match for Complementary Recommendation	CORR	Item features		Link Link
2015	Bracher et al.	Fashion DNA: Merging Content and Sales Data for Recommendation and Article Mapping	CORR	Item features		Link
2015	Heintz et al.	An LSTM-Based Dynamic Customer Model for Fashion Recommendation	CEUR	Item features		Link
2015	Cheng Kang et al.	Visually-Aware Fashion Recommendation and Design with Generative Image Models	ICDM	User feedback	Link	Link Link

Outfit recommendation systems

Year	Authors	Title	Venue	Content	Code	Dataset
2021	Zhan et al.	A3-FKG: Attentive Attribute-Aware Fashion Knowledge Graph for Outfit Preference Prediction	IEEE Transactions on Multimedia	U-I Interaction
2020	Banerjee et al.	BOXREC: Recommending a Box of Preferred Outfits in Online Shopping	ACM Transactions on Intelligent Systems and Technology	U-I features	Link	Link Link
2020	Li et al.	Hierarchical Fashion Graph Network for Personalized Outfit Recommendation	SIGIR
2020	Sridevi et al.	Personalized fashion recommender system with image based neural networks	IOP Conference Series: Materials Science and Engineering	Deep visual feature
2020	Adewumi et al.	A Unified Framework for Outfit Design and Advice	Advances in Intelligent Systems and Computing	Item-weather features
2020	Prato et al.	Outfit completion and clothes recommendation	CHI
2020	Tangseng et al.	Toward Explainable Fashion Recommendation	CVPR	Item features
2019	Polania et al.	Learning fashion compatibility across apparel categories for outfit recommendation	ICIP		Link
2018	Hu et al.	Collaborative Fashion Recommendation: A Functional Tensor Factorization Approach	ACM MM	U-I interactions		Link
2018	He et al.	FashionNet: Personalized Outfit Recommendation with Deep Neural Network	CORR		Link
2018	McAuley et al.	Image-Based Recommendations on Styles and Substitutes	CORR	Item features	Link
2017	Jaradat	Deep Cross-Domain Fashion Recommendation	RecSys	Social Network		Link Link
2017	Yin et al.	Improving Outfit Recommendation with Co-supervision of Fashion Generation	WWW	Deep visual features
2015	Lin et al.	Explainable Fashion Recommendation with Joint Outfit Matching and Comment Generation	TKDE	Deep Visual Features
2014	Chen et al.	POG: Personalized Outfit Generation for Fashion Recommendation at Alibaba iFashion	KDD			Link

Other recommendation systems

Year	Authors	Title	Venue	Task	Content	Code	Dataset
2021	Hidayati et al.	Dress with Style: Learning Style from Joint Deep Embedding of Clothing Styles and Body Shapes	IEEE Transactions on Multimedia	Size	Item style-Body features
2020	Wölbitsch et al.	Mind the Gap: Exploring Shopping Preferences Across Fashion Retail Channels	UMAP	Shopping preferences
2020	Hao et al.	ClothNet: A neural network based recommender system	FSDM	Ranking item	Temporal/user information		Link
2020	Brand et al.	Paying the Pink Tax on a Blue Dress - Exploring Gender-Based Price-Premiums in Fashion Recommendations	HCSE	Gender-price			Link
2019	He et al.	Learning to Style-Aware Bayesian Personalized Ranking for Visual Recommendation	J. IEEE ACCESS	Style compatibility	U-I interactions		Link Link
2019	Yu Pan et al.	Furniture style compatibility recommendation with cross-class triplet loss	MTAP	Style compatibility
2019	Yong Chung et al.	Effect of facial makeup style recommendation on visual sensibility	MTAP	Facial makeup style
2018	Cardoso et al.	Product Characterisation towards Personalisation: Learning Attributes from Unstructured Data to Recommend Fashion Products.	KDD	Attributes prediction	Item features
2018	Kang et al.	SVM and Collaborative Filtering-Based Prediction of User Preference for Digital Fashion Recommendation Systems	T.IEICE	User preferences predicitcion
2018	Liu et al.	Learning Discrete Hashing Towards Efficient Fashion Recommendation	JDS&E	Attributes prediction	Item features		Link Link
2018	Zhang et al.	Fashion Evaluation Method for Clothing Recommendation Based on Weak Appearance Feature	JSP	Size	Weak appareance features
2017	Abdulla et al.	Shop your Right Size: A System for Recommending Sizes for Fashion products	WWW	Size	User features
2017	Guigourès et al.	A hierarchical bayesian model for size recommendation in fashion	RecSys	Size

Authors:

• Yashar Deldjoo deldjooy@acm.org , yashar.deldjoo@poliba.it
• Fatemeh Nazary fatemeh.nazary@poliba.it
• Arnau Ramisa arnauramisa@gmail.com
• Julian Mcauley jmcauley@eng.ucsd.edu
• Alejandro Bellogin alejandro.bellogin@uam.es
• Tommaso di Noia tommaso.dinoia@poliba.it

Please contact the corresponing author Yashar Deldjoo for queries, comments and questions.

The site was maintened by:

• Yashar Deldjoo deldjooy@acm.org , yashar.deldjoo@poliba.it
• Giovanni Pellegrini giovanni.pellegrini97@gmail.com