awesome-fashion-ai
A curated list of research papers, datasets, tools, conferences, workshops related to AI for fashion and e-commerce.
Table of Contents
Papers
Areas
- Fashion Embeddings
- Personalisation/Recommendation/Outfit Composition/Compatibility
- Visual Search/Visual Recommendation/Visual Retrieval
- Natural Language Understanding in Fashion
- Fashion Image Object Detection/Classification/Parsing/Segmentation/Attribute Manipulation
- Retail Insights/Trends/Forecasting/Inventory Management
- Image Generation/Image Manipulation in Fashion/Style Transfer
- Styling/Occasion
- Social Media
- Sizing/Virtual Trial Room
- Video
- Multimodal
- Clothing Model
Fashion Embeddings
- Semi-Supervised Visual Representation Learning for Fashion Compatibility ACM RecSys 2021
- Fashion Style in 128 Floats: Joint Ranking and Classification using Weak Data for Feature Extraction
- Learning Type-Aware Embeddings for Fashion Compatibility, ECCV, 2018
- Style2Vec: Representation Learning for Fashion Items from Style Sets
- Context-Aware Visual Compatibility Prediction
Personalisation/Recommendation/Outfit Composition/Compatibility
- Hi, magic closet, tell me what to wear!, MM, 2012
- Fashion is Taking Shape: Understanding Clothing Preference Based on Body Shape From Online Sources
- Creating Capsule Wardrobes from Fashion Images
- Neuroaesthetics in Fashion: Modeling the Perception of Fashionability
- Interpretable Partitioned Embedding for Customized Fashion Outfit Composition
- Visually-Aware Fashion Recommendation and Design with Generative Image Models
- An LSTM-Based Dynamic Customer Model for Fashion Recommendation
- Product Characterisation towards Personalisation: Learning Attributes from Unstructured Data to Recommend Fashion Products
- Mining Fashion Outfit Composition Using An End-to-End Deep Learning Approach on Set Data
- Learning Fashion Compatibility with Bidirectional LSTMs
- Learning Visual Clothing Style with Heterogeneous Dyadic Co-occurrences
- Recommending Outfits from Personal Closet
- Toward Explainable Fashion Recommendation
Visual Search/Visual Recommendation/Visual Retrieval
- Studio2Shop: from studio photo shoots to fashion articles
- Learning Attribute Representations with Localization for Flexible Fashion Search
- Learning the Latent “Look”: Unsupervised Discovery of a Style-Coherent Embedding from Fashion Images
- Automatic Spatially-aware Fashion Concept Discovery
- Leveraging Weakly Annotated Data for Fashion Image Retrieval and Label Prediction
- Large Scale Visual Recommendations From Street Fashion Images
- Learning Unified Embedding for Apparel Recognition
- Deep Learning based Large Scale Visual Recommendation and Search for E-Commerce
- Visual Search at eBay
- Visually-Aware Fashion Recommendation and Design with Generative Image Models
- Cross-domain Image Retrieval with a Dual Attribute-aware Ranking Network
- Image-based Recommendations on Styles and Substitutes
- Runway to Realway: Visual Analysis of Fashion
- Getting the look: clothing recognition and segmentation for automatic product suggestions in everyday photos, ICMR 2013
- DeepStyle: Multimodal Search Engine for Fashion and Interior Design
Natural Language Understanding in Fashion
- A Hierarchical Deep Learning Natural Language Parser for Fashion
- "Let me convince you to buy my product ... ": A Case Study of an Automated Persuasive System for Fashion Products
- "Designing the Future of Personal Fashion"
- Deep Recurrent Neural Networks for Product Attribute Extraction in eCommerce
Fashion Image Object Detection/Classification/Parsing/Segmentation/Attribute Manipulation/Landmark Detection
- How To Extract Fashion Trends From Social Media?
- Attentive Fashion Grammar Network for Fashion Landmark Detection and Clothing Category Classification
- Memory-Augmented Attribute Manipulation Networks for Interactive Fashion Search
- DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations
- A Unified Model with Structured Output for Fashion Images Classification
- Product Characterisation towards Personalisation
- Fusing Hierarchical Convolutional Features for Human Body Segmentation and Clothing Fashion Classification
- How To Extract Fashion Trends From Social Media? A Robust Object Detector With Support For Unsupervised Learning
- Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer Networks
- Fashion Apparel Detection: The Role of Deep Convolutional Neural Network and Pose-dependent Priors
- Parsing Clothing in Fashion Photographs
- Paper Doll Parsing: Retrieving Similar Styles to Parse Clothing Items
- Two-Stream Multi-Task Network for Fashion Recognition
- Spatial-Aware Non-Local Attention for Fashion Landmark Detection
- Semantic Segmentation of Fashion Images Using Feature Pyramid Networks
Retail Insights/Trends/Forecasting/Inventory Management
- FashionBrain Project: A Vision for Understanding Europe’s Fashion Data Universe
- Fashion Forward: Forecasting Visual Style in Fashion
- When Fashion Meets Big Data: Discriminative Mining of Best Selling Clothing Features
- Towards Predicting the Likeability of Fashion Images
- Who Leads the Clothing Fashion: Style, Color, or Texture? A Computational Study
- Robust Order Scheduling in the Fashion Industry: A Multi-Objective Optimization Approach
- Changing Fashion Culture
- Sales Potential: Modelling Sellability of Visual Aesthetics of a Fashion Product
- ARMDN: Associative and Recurrent Mixture Density Networks for eRetail Demand Forecasting
Image Generation/Image Manipulation in Fashion/Style Transfer
- Joint Discriminative and Generative Learning for Person Re-identification, CVPR 2019 [Project] [Paper] [YouTube] [Bilibili] [Poster]
- The Conditional Analogy GAN: Swapping Fashion Articles on People Images
- Language Guided Fashion Image Manipulation with Feature-wise Transformations
- SwapNet: Image Based Garment Transfer, ECCV 2018
- Compatible and Diverse Fashion Image Inpainting
- Fashion++: Minimal Edits for Outfit Improvement
- Generative Modelling of Semantic Segmentation Data in the Fashion Domain
Styling/Occasion
Social Media
- Chic or Social: Visual Popularity Analysis in OnlineFashion Networks
- Identifying Fashion Accounts in Social Networks
Sizing/Virtual Trial Room
- Decomposing Fit Semantics for Product Size Recommendation in Metric Spaces
- M2E-Try On Net: Fashion from Model to Everyone
Video
- Dress like a Star: Retrieving Fashion Products from Videos
- Video2Shop: Exactly Matching Clothes in Videos to Online Shopping Images, CVPR, 2017
Multimodal
Dialog/Conversation
- Netizen-Style Commenting on Fashion Photos: Dataset and Diversity Measures
- Fashion Conversation Data on Instagram
Clothing Model
- DeepWrinkles: Accurate and Realistic Clothing Modeling, ECCV 2018
- Learning a Shared Shape Space for Multimodal Garment Design, SIGGRAPH Asia 2018
- Garnet: A Two-stream Network for Fast and Accurate 3D Cloth Draping, ICCV 2019
- Learning-Based Animation of Clothing for Virtual Try-On, Eurographics 2019
- TailorNet :Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style, CVPR 2020
- SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing, ECCV 2020
3D Clothing from Images
- MULTI-GARMENT NET: LEARNING TO DRESS 3D PEOPLE FROM IMAGES, ICCV 2019
- Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images, ECCV 2020
- BCNet: Learning Body and Cloth Shape from A Single Image, ECCV 2020
Workshops
- KDD Workshop on AI for Fashion 2020, 2019, 2018, 2017, 2016
- ICCV/ECCV Workshop on Computer Vision for Fashion, Art and Design 2020, 2019 2018, 2017
- SIGIR Workshop On eCommerce 2018, 2017
- Recommender Systems in Fashion 2020, 2019
Tutorials
- Concept to Code: Deep Learning for Fashion Recommendation..
Organizers: Omprakash Sonie, Muthusamy Chelliah and Shamik Sural, The Web Conference, 2019
Datasets
- Large-scale Fashion (DeepFashion)
- Street2Shop
- Fashionista
- Paperdoll
- Fashion MNIST
- Fashion Takes Shape
- ModaNet paper
- DeepFashion2,paper
- iMaterialist-Fashion
- Clothing Fit Dataset for Size Recommendation
- MULTI-GARMENT NET: LEARNING TO DRESS 3D PEOPLE FROM IMAGES, ICCV 2019
- TailorNet: Predicting Garment in 3D as a Function of Human Pose, Shape and Garment Style, CVPR 2020
- Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images, ECCV 2020
- SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing, ECCV 2020