Cool Fashion Papers 👔👗🕶️🎩

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
  • Classification
  • Recommendation
  • Forecast
• Related Events
• Datasets
• Companies
• 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]

Companies

Brand	Name	Found	Info	News
	Myntra	2007	Forecast, Synthesis	[2017.11 livemint]
	Alibaba 图像和美	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]
	衣呼 YIHU (TOZI)	2017	3D Modeling	[2018.9 funding]
	macty.eu	2017	Recognition, Searching, Recommendation, NLP	[2018.12 START IT]

Other Useful Resources

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