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Cool Fashion Papers πŸ‘”πŸ‘—πŸ•ΆοΈπŸŽ©

Cool Fashion Related Papers and Resources (companies, datasets, conference, workshops, ...).

Papers are ordered in arXiv first version submitting time (if applicable).

Feel free to send a PR or issue.

TOC

Papers

Synthesis

Model Title Publication Paper Link
Pose with style Pose with Style: Detail-Preserving Pose-Guided Image Synthesis with Conditional StyleGAN SIGGRAPH ASIA 2021 [2109.06166] [project]
CIT CIT: Cloth Interactive Transformer for Virtual Try-On arXiv [2104.05519] [Amazingren / CIT]
VITON-HD VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization CVPR 2021 [2103.16874] [shadow2496 / VITON-HD]
DCTON Disentangled Cycle Consistency for Highly-realistic Virtual Try-On CVPR 2021 [2103.09479] [ChongjianGE / DCTON]
PF-AFN Parser-Free Virtual Try-on via Distilling Appearance Flows CVPR 2021 [2103.04559] [geyuying / PF-AFN]
SieveNet SieveNet: A Unified Framework for Robust Image-based Virtual Try-On WACV 2020 [2001.06265]
Down to the Last Detail: Virtual Try-on with Detail Carving arXiv [1912.06324] [AIprogrammer / Down-to-the-Last-Detail-Virtual-Try-on-with-Detail-Carving]
ClothFlow ClothFlow: A Flow-Based Model for Clothed Person Generation ICCV 2019 [paper]
FW-GAN FW-GAN: Flow-navigated Warping GAN for Video Virtual Try-on ICCV 2019 [paper]
Virtually Trying on New Clothing with Arbitrary Poses MM 2019 [paper] [project]
Generating High-Resolution Fashion Model Images Wearing Custom Outfits ICCVW 2019 [1908.08847]
Fashion++ Fashion++: Minimal Edits for Outfit Improvement ICCV 2019 [1904.09261] [project]
MG-VTON Towards Multi-pose Guided Virtual Try-on Network arXiv [1902.11026]
FiNet Compatible and Diverse Fashion Image Inpainting ICCV 2019 [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] [andrewjong / SwapNet]
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
Semi-Supervised Visual Representation Learning for Fashion Compatibility RecSys 2021 [2109.08052]
POG POG: Personalized Outfit Generation for Fashion Recommendation at Alibaba iFashion KDD 2019 [1905.01866]
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. Workshop on Computer Vision for Fashion, Art and Design [CVPR 2020] [ICCV 2019] [ECCV 2018] [ICCV 2017]
  3. NeurlPS workshop on Machine Learning for Creativity and Design [2019] [2018] [2017]
  4. SIGIR Workshop On eCommerce [2019] [2018] [2017]
  5. CVPR Deep Learning for Content Creation Tutorial [2019]
  6. iMaterialist Fashion Challenge [CVPR 2019]
  7. iDesigner Challenge [CVPR 2019]
  8. FashionGen Challenge [ICCV 2019, ECCV 2018]
  9. JD AI Fashion Challenge [ChinaMM 2018]
  10. Alibaba FashionAI Global Challenge [Tianchi]
  11. Artificial Intelligence on Fashion and Textile Conference [AIFT 2018]
  12. Fashion IQ Challenge [CVPR 2020] [ICCV 2019]
  13. DeepFashion2 Challenge [CVPR 2020] [ICCV 2019]

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]
  8. Fashion IQ [website]

Companies

Brand Name Found Info News
Myntra 2007 Forecast, Synthesis [2017.11 livemint]
Alibaba ε›Ύεƒε’ŒηΎŽ 2009 Recognition [2018.7 FashionAI]
STITCH FIX, BLOG 2011 Personalization [2018.5 Forbes]
Heuritech 2013 Forecast, Recognition [2019.1 Fashnerd]
Yi+ 2014 Recognition [2018.8 funding]
MALONG TECHNOLOGIES 2014 Recognition [2018.7 Forbes]
syte 2015 Recognition [2018.12 co-op w/ farfetch]
GrokStyle (2019.2 acquired by Facebook) 2015 Searching [2019.2 acquired by Facebook]
Zalando Research 2016 Research [2016.10 founding]
MatchU 码尚 2016 Modeling [2018.12 funding]
mode.ai 2016 Recognition, NLP, Searching [2018.5 TechRepublic]
Markable.AI 2016 Recognition, Searching [2018.7 journal sentinel]
θ‘£ε‘Ό YIHU (TOZI) 2017 3D Modeling [2018.9 funding]
macty.eu 2017 Recognition, Searching, Recommendation, NLP [2018.12 START IT]
极睿 infimind 2017
ηŸ₯θ‘£ zhiyi 2018
glitch-ai 2019 AI Design [2019.6 news]
ζ·±ε°šη§‘ζŠ€ StylingAI 2019 AI Design [2020.1 news]

Other Useful Resources

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

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πŸ‘”πŸ‘—πŸ•ΆοΈπŸŽ© Cool resources about Fashion + AI! (papers, datasets, workshops, companies, ...) (constantly updating)

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