【资源】时尚 +AI 文献、资源大列表

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近年来时尚+AI已经逐渐趋向热门应用领域，还出现了不少相关视觉竞赛，本文分享一个时尚+AI的资源列表，含相关的研究论文，数据集，研讨会等资源。

  • 作者：lzhbrian
  • 来源项目：lzhbrian/Cool-Fashion-Papers

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Cool Fashion Papers 👔👗🕶️🎩

TOC
Papers

Related Events
Datasets
Other Useful Resources



Papers

Synthesis

Model Title Publication Paper Link
Fashion++ Fashion++: Minimal Edits for Outfit Improvement arXiv [1904.09261] [project]
MG-VTON Towards Multi-pose Guided Virtual Try-on Network arXiv [1902.11026]
FiNet Compatible and Diverse Fashion Image Inpainting arXiv [1902.01096]
M2E-Try On Net M2E-Try On Net: Fashion from Model to Everyone arXiv [1811.08599]
FashionGAN FashionGAN: Display your fashion design using Conditional Generative Adversarial Nets CG Forum 2018 [paper]
PIVTONS PIVTONS: Pose Invariant Virtual Try-On Shoe with Conditional Image Completion ACCV 2018 [paper] [project]
SwapNet SwapNet: Image Based Garment Transfer ECCV 2018 [paper]
FiLMedGAN Language Guided Fashion Image Manipulation with Feature-wise Transformations ECCVW 2018 [1808.04000]
CP-VITON Toward Characteristic-Preserving Image-based Virtual Try-On Network ECCV 2018 [1807.07688] [sergeywong / cp-vton]
Disentangling Multiple Conditional Inputs in GANs ECCVW 2018 [1806.07819] [zalandoresearch / disentangling_conditional_gans]
DesIGN DesIGN: Design Inspiration from Generative Networks ECCVW 2018 [1804.00921]
VITON VITON: An Image-based Virtual Try-on Network CVPR 2018 [1711.08447] [xthan / VITON]
DVBPR Visually-Aware Fashion Recommendation and Design with Generative Image Models ICDM 2017 [1711.02231] [kang205 / DVBPR]
FashionGAN Be Your Own Prada: Fashion Synthesis with Structral Coherence. ICCV 2017 [1710.07346] [project]
CAGAN The Conditional Analogy GAN: Swapping Fashion Articles on People Images ICCVW 2017 [1709.04695]



Classification

Model Title Publication Paper Link
DeepFashion2 DeepFashion2: A Versatile Benchmark for Detection Pose Estimation Segmentation and Re-Identification of Clothing Images CVPR 2019 [1901.07973] [switchablenorms / DeepFashion2]
Brand > Logo: Visual Analysis of Fashion Brands ECCVW 2018 [1810.09941]
BCRNN Attentive Fashion Grammar Network for Fashion Landmark Detection and Clothing Category Classification CVPR 2018 [paper]
Studio2Shop: from studio photo shoots to fashion articles ICPRAM 2018 [1807.00556]
FashionBrain FashionBrain Project: A Vision for Understanding Europe's Fashion Data Universe KDDW 2017 [1710.09788] [project]
Automatic Spatially-aware Fashion Concept Discovery ICCV 2017 [1708.01311] [xthan / fashion-200k]
DFA Fashion Landmark Detection in the Wild ECCV 2016 [1608.03049] [liuziwei7 / fashion-landmarks]
FashionNet DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations CVPR 2016 [paper] [project]



Recommendation

Model Title Publication Paper Link
Aesthetic-based Clothing Recommendation WWW 2018 [1809.05822]
CRAFT CRAFT: Complementary Recommendations Using Adversarial Feature Transformer ECCVW 2018 [1804.10871]
Learning Type-Aware Embeddings for Fashion Compatibility ECCV 2018 [1803.09196]
NeuroStylist NeuroStylist: Neural Compatibility Modeling for Clothing Matching MM 2017 [paper]
Deep Cross-Domain Fashion Recommendation RecSys 2017 [paper]
An LSTM-Based Dynamic Customer Model for Fashion Recommendation RecSys 2017 [1708.07347]
Learning Fashion Compatibility with Bidirectional LSTMs MM 2017 [1707.05691] [xthan / polyvore]
Fashion DNA: Merging Content and Sales Data for Recommendation and Article Mapping KDD 2016 [1609.02489]



Forecast

Model Title Publication Paper Link
Style Quotient Understanding Fashionability: What drives sales of a style? KDDW 2018 [1806.11424]
Sales Potential Sales Potential: Modelling Sellability of Visual Aesthetics of a Fashion Product KDDW 2017 [paper]
Fashion Forward: Forecasting Visual Style in Fashion ICCV 2017 [1705.06394]



Related Events

  1. KDD workshop on fashion [2019] [2018] [2017] [2016]
  2. ECCV workshop on Computer Vision for Fashion, Art and Design [2018]
  3. ICCV workshop on Computer Vision For Fashion [2017]
  4. NeurlPS workshop on Machine Learning for Creativity and Design [2018] [2017]
  5. CVPR FGVC workshop challenge - iMaterialist Fashion Track [2019]
  6. CVPR FGVC workshop challenge - iDesigner [2019]
  7. FashionGen Challenge [ECCVW 2018]
  8. JD AI Fashion Challenge [ChinaMM 2018]
  9. Alibaba FashionAI Global Challenge [Tianchi]
  10. Artificial Intelligence on Fashion and Textile Conference [AIFT 2018]



Datasets

  1. Fashionpedia [website]
  2. DeepFashion2 Dataset [website]
  3. DeepFashion Dataset [website]
  4. FashionGen [website]
  5. FashionAI [Tianchi]
  6. TaobaoClothMatch [Tianchi]
  7. Fashion-MNIST [zalandoresearch/fashion-mnist]



Other Useful Resources

  1. [ayushidalmia/awesome-fashion-ai]
  2. [lzhbrian/image-to-image-papers]


项目地址：https://github.com/lzhbrian/Cool-Fashion-Papers




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