Learning the Latent Look: Unsupervised Discovery of a Style-coherent Embedding From Fashion Images

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A curated list of research papers, datasets, tools, conferences, workshops related to AI for style and east-commerce.

Table of Contents

• Papers
• Workshops
• Tutorials
• Datasets
• Miscellaneous

Papers

Areas

• Way Embeddings
• Personalisation/Recommendation/Outfit Composition/Compatibility
• Visual Search/Visual Recommendation/Visual Retrieval
• Natural Language Understanding in Fashion
• Fashion Image Object Detection/Nomenclature/Parsing/Division/Aspect Manipulation
• Retail Insights/Trends/Forecasting/Inventory Management
• Prototype Generation/Epitome Manipulation in Way/Style Transfer
• Styling/Occasion
• Social Media
• Sizing/Virtual Trial Room
• Video
• Multimodal
• Article of 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 Blazon-Enlightened Embeddings for Fashion Compatibility, ECCV, 2018
• Style2Vec: Representation Learning for Style Items from Style Sets
• Context-Aware Visual Compatibility Prediction

Personalisation/Recommendation/Outfit Composition/Compatibility

• Hi, magic closet, tell me what to vesture!, 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 Style Recommendation and Blueprint with Generative Image Models
• An LSTM-Based Dynamic Customer Model for Fashion Recommendation
• Product Characterisation towards Personalisation: Learning Attributes from Unstructured Information to Recommend Manner Products
• Mining Fashion Outfit Limerick Using An End-to-Terminate Deep Learning Approach on Ready Data
• Learning Fashion Compatibility with Bidirectional LSTMs
• Learning Visual Article of clothing Style with Heterogeneous Dyadic Co-occurrences
• Recommending Outfits from Personal Cupboard
• Toward Explainable Mode Recommendation

Visual Search/Visual Recommendation/Visual Retrieval

• Studio2Shop: from studio photograph shoots to fashion articles
• Learning Aspect Representations with Localization for Flexible Style Search
• Learning the Latent "Look": Unsupervised Discovery of a Style-Coherent Embedding from Mode Images
• Automatic Spatially-aware Mode Concept Discovery
• Leveraging Weakly Annotated Data for Fashion Image Retrieval and Label Prediction
• Large Calibration 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 Manner Recommendation and Design with Generative Image Models
• Cantankerous-domain Image Retrieval with a Dual Aspect-enlightened Ranking Network
• Image-based Recommendations on Styles and Substitutes
• Runway to Realway: Visual Analysis of Fashion
• Getting the look: clothing recognition and segmentation for automated product suggestions in everyday photos, ICMR 2013
• DeepStyle: Multimodal Search Engine for Fashion and Interior Blueprint

Natural Language Understanding in Fashion

• A Hierarchical Deep Learning Tongue Parser for Fashion
• "Let me convince yous to buy my product ... ": A Case Study of an Automated Persuasive Organisation for Fashion Products
• "Designing the Future of Personal Fashion"
• Deep Recurrent Neural Networks for Product Attribute Extraction in eCommerce

Manner Image Object Detection/Nomenclature/Parsing/Partitioning/Attribute Manipulation/Landmark Detection

• How To Excerpt Fashion Trends From Social Media?
• Attentive Fashion Grammar Network for Manner Landmark Detection and Wear Category Classification
• Memory-Augmented Attribute Manipulation Networks for Interactive Fashion Search
• DeepFashion: Powering Robust Dress Recognition and Retrieval with Rich Annotations
• A Unified Model with Structured Output for Way Images Classification
• Product Characterisation towards Personalisation
• Fusing Hierarchical Convolutional Features for Human Torso Segmentation and Article of clothing Manner Classification
• How To Extract Fashion Trends From Social Media? A Robust Object Detector With Support For Unsupervised Learning
• Unconstrained Mode Landmark Detection via Hierarchical Recurrent Transformer Networks
• Manner Apparel Detection: The Role of Deep Convolutional Neural Network and Pose-dependent Priors
• Parsing Clothing in Way Photographs
• Paper Doll Parsing: Retrieving Similar Styles to Parse Article of clothing Items
• Two-Stream Multi-Task Network for Fashion Recognition
• Spatial-Aware Non-Local Attention for Way Landmark Detection
• Semantic Sectionalization of Way 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 Manner Meets Big Data: Discriminative Mining of Best Selling Clothing Features
• Towards Predicting the Likeability of Fashion Images
• Who Leads the Vesture Fashion: Fashion, Color, or Texture? A Computational Study
• Robust Order Scheduling in the Manner Industry: A Multi-Objective Optimization Approach
• Changing Way Civilization
• Sales Potential: Modelling Sellability of Visual Aesthetics of a Fashion Production
• ARMDN: Associative and Recurrent Mixture Density Networks for eRetail Demand Forecasting

Epitome Generation/Paradigm Manipulation in Fashion/Style Transfer

• Articulation Discriminative and Generative Learning for Person Re-identification, CVPR 2019 [Projection] [Paper] [YouTube] [Bilibili] [Poster]
• The Conditional Illustration 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 Style Image Inpainting
• Style++: Minimal Edits for Outfit Comeback
• Generative Modelling of Semantic Segmentation Data in the Fashion Domain

Styling/Occasion

• Hipster Wars: Discovering Elements of Fashion Styles

Social Media

• Chic or Social: Visual Popularity Assay 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 Cyberspace: Fashion from Model to Everyone

Video

• Clothes like a Star: Retrieving Fashion Products from Videos
• Video2Shop: Exactly Matching Clothes in Videos to Online Shopping Images, CVPR, 2017

Multimodal

• DeepStyle: Multimodal Search Engine for Fashion and Interior Design

Dialog/Conversation

• Netizen-Manner Commenting on Mode Photos: Dataset and Diversity Measures
• Fashion Conversation Data on Instagram

Article of clothing Model

• DeepWrinkles: Accurate and Realistic Clothing Modeling, ECCV 2018
• Learning a Shared Shape Space for Multimodal Garment Pattern, SIGGRAPH Asia 2018
• Garnet: A 2-stream Network for Fast and Accurate 3D Cloth Draping, ICCV 2019
• Learning-Based Blitheness of Clothing for Virtual Try-On, Eurographics 2019
• TailorNet :Predicting Article of clothing in 3D as a Function of Homo Pose, Shape and Garment Style, CVPR 2020
• SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Article of clothing, ECCV 2020

3D Wearable from Images

• MULTI-GARMENT NET: LEARNING TO Apparel 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 Material Shape from A Unmarried 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 Mode 2020, 2019

Tutorials

• Concept to Code: Deep Learning for Fashion Recommendation..
  Organizers: Omprakash Sonie, Muthusamy Chelliah and Shamik Sural, The Spider web Conference, 2019

Datasets

• Large-scale Manner (DeepFashion)
• Street2Shop
• Fashionista
• Paperdoll
• Fashion MNIST
• Way Takes Shape
• ModaNet paper
• DeepFashion2,paper
• iMaterialist-Fashion
• Article of 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 Homo Pose, Shape and Garment Style, CVPR 2020
• Deep Fashion3D: A Dataset and Criterion for 3D Garment Reconstruction from Single Images, ECCV 2020
• SIZER: A Dataset and Model for Parsing 3D Article of clothing and Learning Size Sensitive 3D Habiliment, ECCV 2020

Miscellaneous

• Fashion-Gen: The Generative Fashion Dataset and Challenge
• Brand > Logo: Visual Analysis of Fashion Brands

Author

Ayushi Dalmia

###License MIT

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