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awesome-fashion-ai
A repository to curate and summarise research papers related to fashion and e-commerce
https://github.com/ayushidalmia/awesome-fashion-ai
Last synced: 4 days ago
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Table of Contents
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Papers
- Semi-Supervised Visual Representation Learning for Fashion Compatibility
- Fashion Style in 128 Floats: Joint Ranking and Classification using Weak Data for Feature Extraction
- Learning Type-Aware Embeddings for Fashion Compatibility
- Style2Vec: Representation Learning for Fashion Items from Style Sets
- Context-Aware Visual Compatibility Prediction
- Hi, magic closet, tell me what to wear!
- 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
- 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
- Studio2Shop: from studio photo shoots to fashion articles
- Learning Attribute Representations with Localization for Flexible Fashion Search
- 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
- 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
- DeepStyle: Multimodal Search Engine for Fashion and Interior Design
- 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
- 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
- Fusing Hierarchical Convolutional Features for Human Body Segmentation and Clothing Fashion Classification
- 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
- 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
- Joint Discriminative and Generative Learning for Person Re-identification - Net/) [[Paper]](https://arxiv.org/abs/1904.07223) [[YouTube]](https://www.youtube.com/watch?v=ubCrEAIpQs4) [[Bilibili]](https://www.bilibili.com/video/av51439240) [[Poster]](http://zdzheng.xyz/images/DGNet_poster.pdf)
- The Conditional Analogy GAN: Swapping Fashion Articles on People Images
- Language Guided Fashion Image Manipulation with Feature-wise Transformations
- SwapNet: Image Based Garment Transfer
- Compatible and Diverse Fashion Image Inpainting
- Fashion++: Minimal Edits for Outfit Improvement
- Generative Modelling of Semantic Segmentation Data in the Fashion Domain
- Hipster Wars: Discovering Elements of Fashion Styles
- Chic or Social: Visual Popularity Analysis in OnlineFashion Networks
- Identifying Fashion Accounts in Social Networks
- Decomposing Fit Semantics for Product Size Recommendation in Metric Spaces
- M2E-Try On Net: Fashion from Model to Everyone
- Dress like a Star: Retrieving Fashion Products from Videos
- Video2Shop: Exactly Matching Clothes in Videos to Online Shopping Images
- DeepStyle: Multimodal Search Engine for Fashion and Interior Design
- Netizen-Style Commenting on Fashion Photos: Dataset and Diversity Measures
- Fashion Conversation Data on Instagram
- DeepWrinkles: Accurate and Realistic Clothing Modeling
- Garnet: A Two-stream Network for Fast and Accurate 3D Cloth Draping
- Learning-Based Animation of Clothing for Virtual Try-On
- BCNet: Learning Body and Cloth Shape from A Single Image
- Fashion is Taking Shape: Understanding Clothing Preference Based on Body Shape From Online Sources
- Automatic Spatially-aware Fashion Concept Discovery
- Deep Recurrent Neural Networks for Product Attribute Extraction in eCommerce
- A Unified Model with Structured Output for Fashion Images Classification
- Robust Order Scheduling in the Fashion Industry: A Multi-Objective Optimization Approach
- M2E-Try On Net: Fashion from Model to Everyone
- Dress like a Star: Retrieving Fashion Products from Videos
- Netizen-Style Commenting on Fashion Photos: Dataset and Diversity Measures
- Fusing Hierarchical Convolutional Features for Human Body Segmentation and Clothing Fashion Classification
- The Conditional Analogy GAN: Swapping Fashion Articles on People Images
- How To Extract Fashion Trends From Social Media? A Robust Object Detector With Support For Unsupervised Learning
- Product Characterisation towards Personalisation
- Learning the Latent “Look”: Unsupervised Discovery of a Style-Coherent Embedding from Fashion Images
- Style2Vec: Representation Learning for Fashion Items from Style Sets
- 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
- Recommending Outfits from Personal Closet
- 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
- Cross-domain Image Retrieval with a Dual Attribute-aware Ranking Network
- Image-based Recommendations on Styles and Substitutes
- 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
- FashionBrain Project: A Vision for Understanding Europe’s Fashion Data Universe
- Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer Networks
- When Fashion Meets Big Data: Discriminative Mining of Best Selling Clothing Features
- Who Leads the Clothing Fashion: Style, Color, or Texture? A Computational Study
- ARMDN: Associative and Recurrent Mixture Density Networks for eRetail Demand Forecasting
- Language Guided Fashion Image Manipulation with Feature-wise Transformations
- Fashion Conversation Data on Instagram
- Visual Search at eBay
- Deep Learning based Large Scale Visual Recommendation and Search for E-Commerce
- Fashion Apparel Detection: The Role of Deep Convolutional Neural Network and Pose-dependent Priors
- Learning the Latent “Look”: Unsupervised Discovery of a Style-Coherent Embedding from Fashion Images
- Toward Explainable Fashion Recommendation
- How To Extract Fashion Trends From Social Media? A Robust Object Detector With Support For Unsupervised Learning
- Changing Fashion Culture
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People
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Workshops
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Tutorials
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Datasets
- Large-scale Fashion (DeepFashion)
- Street2Shop
- Fashionista
- Paperdoll
- Fashion Takes Shape
- iMaterialist-Fashion
- Clothing Fit Dataset for Size Recommendation
- MULTI-GARMENT NET: LEARNING TO DRESS 3D PEOPLE FROM IMAGES
- SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing
- Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images
- TailorNet: Predicting Garment in 3D as a Function of Human Pose, Shape and Garment Style
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Miscellaneous
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