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
| 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] |
| 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] |
| 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] |
| 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] |
- KDD workshop on fashion [2019] [2018] [2017] [2016]
- Workshop on Computer Vision for Fashion, Art and Design [CVPR 2020] [ICCV 2019] [ECCV 2018] [ICCV 2017]
- NeurlPS workshop on Machine Learning for Creativity and Design [2019] [2018] [2017]
- SIGIR Workshop On eCommerce [2019] [2018] [2017]
- CVPR Deep Learning for Content Creation Tutorial [2019]
- iMaterialist Fashion Challenge [CVPR 2019]
- iDesigner Challenge [CVPR 2019]
- FashionGen Challenge [ICCV 2019, ECCV 2018]
- JD AI Fashion Challenge [ChinaMM 2018]
- Alibaba FashionAI Global Challenge [Tianchi]
- Artificial Intelligence on Fashion and Textile Conference [AIFT 2018]
- Fashion IQ Challenge [CVPR 2020] [ICCV 2019]
- DeepFashion2 Challenge [CVPR 2020] [ICCV 2019]
- Fashionpedia [website]
- DeepFashion2 Dataset [website]
- DeepFashion Dataset [website]
- FashionGen [website]
- FashionAI [Tianchi]
- TaobaoClothMatch [Tianchi]
- Fashion-MNIST [zalandoresearch/fashion-mnist]
- Fashion IQ [website]
| 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] |
| 极睿 infimind | 2017 | |||
| 知衣 zhiyi | 2018 | |||
 |
glitch-ai | 2019 | AI Design | [2019.6 news] |
 |
深尚科技 StylingAI | 2019 | AI Design | [2020.1 news] |