Fashion x ML

A resource list for the latest papers and datasets in:

• Style Recommendation / Trend Forecasting
• Clothing Recognition and Retrieval
• Feature Learning from clothing images

Feel free to contribute to this list.

Recommendation System / Trend Forecasting

Neuroaesthetics in Fashion: Modeling the Perception of Fashionability (CVPR 2015) Paper
Edgar Simo-Serra, Sanja Fidler, Francesc Moreno-Noguer, Raquel Urtasun
Dataset: Fashion144K

Runway to Realway: Visual Analysis of Fashion (WACV 2015) Paper Poster Project
Sirion Vittayakorn, Kota Yamaguchi, Alexander C. Berg, Tamara L. Berg
Dataset: Runway, Paper Doll

Hipster Wars: Discovering Elements of Fashion Styles (ECCV 2014) Paper Project Poster
Hadi Kiapour, Kota Yamaguchi, Alexander C. Berg, Tamara L. Berg
Dataset: Hipsterwars

Chic or Social: Visual Popularity Analysis in Online Fashion Networks (ACM MM 2014) PaperProject
Kota Yamaguchi, Tamara L. Berg, Luis E. Ortiz
Dataset: Chictopia posts and crowdsourced annotations

Clothing Recognition and Retrieval

Fashion Landmark Detection in the Wild (ECCV 2016) Project Paper Code
Ziwei Liu, Sijie Yan, Ping Luo, Xiaogang Wang, Xiaoou Tang
Dataset: Large-scale Fashion (DeepFashion) Database

Where to Buy It: Matching Street Clothing Photos in Online Shops (ICCV 2015) Page ProjectVideo
Hadi Kiapour, Xufeng Han, Svetlana Lazebnik, Alexander C. Berg, Tamara L. Berg
Dataset: Exact Street2Shop

Learning Visual Clothing Style with Heterogeneous Dyadic Co-occurrences (ICCV 2015) PaperProject
Andreas Veit , Balazs Kovacs , Sean Bell , Julian McAuley , Kavita Bala, Serge Belongie
Dataset: Amazon product data

Clothing Co-Parsing by Joint Image Segmentation and Labeling (CVPR 2014) Paper Project
Wei Yang, Ping Luo, Liang Lin
Dataset: Clothing Co-Parsing

A High Performance CRF Model for Clothes Parsing (ACCV 2014) Paper
Edgar Simo-Serra, Sanja Fidler , Francesc Moreno-Noguer, Raquel Urtasun
Dataset: Fashionista

Retrieving Similar Styles to Parse Clothing (TPAMI 2014) Project Demo Code
Kota Yamaguchi, M Hadi Kiapour, Luis E Ortiz, Tamara L Berg
Dataset: Fashionista

Paper Doll Parsing: Retrieving Similar Styles to Parse Clothing Items (ICCV 2013) Paper ProjectCode
Kota Yamaguchi, M Hadi Kiapour, Tamara L Berg
Dataset: Fashionista

Street-to-Shop: Cross-Scenario Clothing Retrieval via Parts Alignment and Auxiliary Set (CVPR 2012) Paper
Si Liu, Zheng Song, Guangcan Liu, Changsheng Xu, Hanqing Lu, Shuicheng Yan
Dataset: Collected from online stores and annotations crowdsourced

Parsing Clothing in Fashion Photographs (CVPR 2012) Paper
Kota Yamaguchi, M Hadi Kiapour, Luis E Ortiz, Tamara L Berg
Dataset: Fashionista

Describing Clothing by Semantic Attributes (ECCV 2012)
Chen, A. Gallagher, B. Girod
Dataset: Clothing Attribute

Feature Learning

Fashion Style in 128 Floats: Joint Ranking and Classification using Weak Data for Feature Extraction (CVPR 2016) Paper Project
Edgar Simo-Serra and Hiroshi Ishikawa
Dataset: Fashion144k

For playtime : dataset analysis & generalisation

Visualizing Data using t-SNE Video
Laurens van der Maaten, Geoffrey Hinton

Unbiased Look at Dataset Bias
Antonio Torralba, Alexei A. Efros

Some groups to keep an eye on:

Google x Zalando Project Muse
Visual Search at Pinterest
IBM Watson
Intel Fashion Wearables
Amazon Fashion Team
think with Google : Fashion

Previously published here.