A curated list of research papers, datasets, tools, conferences, workshops related to AI for fashion and e-commerce.
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Fashion Embeddings
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Personalisation/Recommendation/Outfit Composition/Compatibility
- 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
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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
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Natural Language Understanding in Fashion
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Fashion Image Object Detection/Classification/Parsing/Segmentation/Attribute Manipulation
- 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
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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
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Image Generation/Image Manipulation in Fashion
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Styling/Occasion
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Social Media
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Sizing
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Video
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Multimodal
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Dialog/Conversation
- KDD Workshop on AI for Fashion 2018, 2017, 2016
- ICCV/ECCV Workshop on Computer Vision for Fashion, Art and Design 2018, 2017
- SIGIR Workshop On eCommerce 2018, 2017
- Large-scale Fashion (DeepFashion)
- Street2Shop
- Fashionista
- Paperdoll
- Fashion MNIST
- Fashion Takes Shape
- ModaNet paper