A collection of resources on fashion compatibility learning.
If you think I have missed out on something (or) have any suggestions (papers, implementations and other resources), feel free to pull a request
Feedback and contributions are welcome!
markdown format:
**Here is the Paper Name.**<br>
*[Author 1](homepage), Author 2, and Author 3.*<br>
Conference or Journal Year. [[PDF](link)] [[Project](link)] [[Code](link)] [[Video](link)] [[Data](link)]A Graph Theoretic Approach for Multi-Objective Budget Constrained Capsule Wardrobe Recommendation.
Shubham Patil, Debopriyo Banerjee, Shamik Sural.
TOIS 2022. [PDF] [Code]
Attribute-wise Explainable Fashion Compatibility Modeling.
Xin Yang, Xuemeng Song, Fuli Feng, Haokun Wen, Ling-Yu Duan, Liqiang Nie.
TOMM 2021. [PDF]
Collocation and Try-on Network: Whether an Outfit is Compatible.
Na Zheng, Xuemeng Song, Qingying Niu, Xue Dong, Yibing Zhan, Liqiang Nie.
ACM MM 2021. [PDF] [Code]
Fashion Compatibility Modeling through a Multi-modal Try-on-guided Scheme.
Xue Dong, Jianlong Wu, Xuemeng Song, Hongjun Dai, Liqiang Nie.
SIGIR 2020. [PDF] [Code]
Learning to Match on Graph for Fashion Compatibility Modeling.
Xun Yang, Xiaoyu Du, Meng Wang.
AAAI 2020. [PDF]
Collocating Clothes With Generative Adversarial Networks Cosupervised by Categories and Attributes: A Multidiscriminator Framework.
Linlin Liu, Haijun Zhang, Xiaofei Xu, Zhao Zhang, Shuicheng Yan.
TNNLS 2020. [PDF]
Hierarchical Fashion Graph Network for Personalized Outfit Recommendation.
Xingchen Li, Xiang Wang, Xiangnan He, Long Chen, Jun Xiao, Tat-Seng Chua.
SIGIR 2020. [PDF] [Code]
Learning Tuple Compatibility for Conditional Outfit Recommendation.
Xuewen Yang, Dongliang Xie, Xin Wang, Jiangbo Yuan, Wanying Ding, Pengyun Yan.
ACM MM 2020. [PDF]
Context-Aware Visual Compatibility Prediction.
Guillem Cucurull, Perouz Taslakian, David Vazquez.
CVPR 2019. [PDF] [Code]
Personalized Fashion Design.
Cong Yu, Yang Hu, Yan Chen, Bing Zeng.
ICCV 2019. [PDF]
Enhancing Fashion Recommendation with Visual Compatibility Relationship.
Ruiping Yin, Kan Li, Jie Lu, Guangquan Zhang.
WWW 2019. [PDF]
Dressing as a Whole: Outfit Compatibility Learning Based on Node-wise Graph Neural Networks.
Zeyu Cui, Zekun Li, Shu Wu, Xiao-Yu Zhang, Liang Wang.
WWW 2019. [PDF] [Code]
GP-BPR: Personalized Compatibility Modeling for Clothing Matching.
Xuemeng Song, Xianjing Han, Yunkai Li, Jingyuan Chen, Xin-Shun Xu, Liqiang Nie.
ACM MM 2019. [PDF] [Code]
Outfit Compatibility Prediction and Diagnosis with Multi-Layered Comparison Network.
Xin Wang, Bo Wu, Yueqi Zhong.
ACM MM 2019. [PDF] [Code] [Data]
TransNFCM: Translation-Based Neural Fashion Compatibility Modeling.
Xun Yang, Yunshan Ma, Lizi Liao, Meng Wang, Tat-Seng Chua.
AAAI 2019. [PDF]
Learning Type-Aware Embeddings for Fashion Compatibility.
Mariya I. Vasileva, Bryan A. Plummer, Krishna Dusad, Shreya Rajpal, Ranjitha Kumar, David Forsyth.
ECCV 2018. [PDF] [Code]
Creating Capsule Wardrobes from Fashion Images.
Wei-Lin Hsiao, Kristen Grauman.
CVPR 2018. [PDF]
NeuroStylist: Neural Compatibility Modeling for Clothing Matching.
Xuemeng Song, Fuli Feng, Jinhuan Liu, Zekun Li, Liqiang Nie, Jun Ma.
ACM MM 2017. [PDF] [Code] [Data]
Bi-LSTM Model for Learning Fashion Compatibility.
Xintong Han, Zuxuan Wu, Yu-Gang Jiang, Larry S. Davis.
ACM MM 2017. [PDF] [Code] [Data]
Learning Visual Clothing Style with Heterogeneous Dyadic Co-occurrences.
Andreas Veit, Balazs Kovacs, Sean Bell, Julian McAuley, Kavita Bala, Serge Belongie.
ICCV 2015. [PDF] [Code]
Image-based Recommendations on Styles and Substitutes.
Julian McAuley, Christopher Targett, Qinfeng Shi, Anton van den Hengel
SIGIR 2015. [PDF] [Code]
@misc{fashionintelligence_compatibility,
title={Fashion Intelligence: {Awesome} Fashion Compatibility Learning},
author={Dongliang Zhou},
publisher = {GitHub},
journal = {GitHub Repository},
howpublished = {\url{https://github.com/viktor-zhou/awesome-fashion-compatibility-learning}},
year={2022}
}