🕶️ Cool-GenAI-Fashion-Papers

This repo collected the latest fashion-related papers on top AI conferences (in 🔥Latest section).

• Please feel free to send a PR or open an issue 😊.

Change Log

• 2025-08, Fashion-related papers in SIGGRAPH Asia 2025 are updated.

• 2025-07, Fashion-related papers in ICCV 2025 are updated.

• 2025-06, Fashion-centric metrics are involved, Fashion-related papers in SIGGRAPH 2025 are updated.

• 2025-03, Fashion-related papers in CVPR 2025/ICLR 2025 are updated.

• 2025-02, 'GenAI in Fashion: Overview' is accepted by ACM TIST(JCR Q1).

Overview

This is also the official repo of Generative AI in Fashion: Overview (ACM TIST 2025) ⬅️

• The public datasets and benchmarks for each subtask are summarized in the corresponding section of paper.

Table Of Content

• 🔥Latest
• ⚙️Metrics
• 📝Papers
• 👀Workshops
• 🚀Companies, Products
• 🧑‍🏫Researchers

🔥Latest Fashion-Related Papers

SIGGRAPH Asia 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	[GarmageNet: A Multimodal Generative Framework for Sewing Pattern Design and Generic Garment Modeling](https://style3d.github.io/garmagenet/)	Siran Li, Chen Liu, Ruiyang Liu, Zhendong Wang, Gaofeng He, Yong-Lu Li, Xiaogang Jin, Huamin Wang	sewing
2	[DreamO: A Unified Framework for Image Customization](https://github.com/bytedance/DreamO)	Chong Mou, Yanze Wu, Wenxu Wu, Zinan Guo, Pengze Zhang, Yufeng Cheng, Yiming Luo, Fei Ding, Shiwen Zhang, Xinghui Li, Mengtian Li, Mingcong Liu, Yi Zhang, Shaojin Wu, Songtao Zhao, Jian Zhang, Qian He, Xinglong Wu	try-on

ICCV 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	CSD-VAR: Content-Style Decomposition in Visual Autoregressive Models	Quang-Binh Nguyen · Minh Luu · Quang Nguyen · Anh Tran · Khoi Nguyen	style
2	Wasserstein Style Distribution Analysis and Transform for Stylized Image Generation	Xi Yu · Xiang Gu · Zhihao Shi · Jian Sun	style
3	RAGDiffusion: Faithful Cloth Generation via External Knowledge Assimilation	Yuhan Li · Xianfeng Tan · Wenxiang Shang · Yubo Wu · Jian Wang · Xuanhong Chen · Yi Zhang · Zhu Hangcheng · Bingbing Ni	cloth
4	From Imitation to Innovation: The Emergence of AI's Unique Artistic Styles and the Challenge of Copyright Protection	Zexi Jia · Chuanwei Huang · Hongyan Fei · Yeshuang Zhu · Zhiqiang Yuan · Ying Deng · Jiapei Zhang · Jinchao Zhang · Jie Zhou	style
5	Split-and-Combine: Enhancing Style Augmentation for Single Domain Generalization	Lichuan Gu · Shuai Yang · Qianlong Dang · Zhize Wu · LiChuan Gu	style
6	[FonTS: Text Rendering With Typography and Style Controls](https://wendashi.github.io/FonTS-Page/)	Wenda SHI · Yiren Song · Dengming Zhang · Jiaming Liu · XINGXING ZOU	style
7	ConstStyle: Robust Domain Generalization with Unified Style Transformation	Nam Duong Tran · Nam Nguyen Phuong · Hieu Pham · Phi Le Nguyen · My Thai	style
8	A$^3$GS: Arbitrary Artistic Style into Arbitrary 3D Gaussian Splatting	Zhiyuan Fang · Rengan Xie · Xuancheng Jin · Qi Ye · Wei Chen · Wenting Zheng · Rui Wang · Yuchi Huo	style
9	HiGarment: Cross-modal Harmony Based Diffusion Model for Flat Sketch to Realistic Garment Image	Junyi Guo · Jingxuan Zhang · Fangyu Wu · Huanda Lu · Qiufeng Wang · Wenmian Yang · ENG LIM · Dongming Lu	garment
10	WikiAutoGen: Towards Multi-Modal Wikipedia-Style Article Generation	Zhongyu Yang · Jun Chen · Dannong Xu · Junjie Fei · Xiaoqian Shen · Liangbing Zhao · Chun-Mei Feng · Mohamed Elhoseiny	style
11	Balanced Image Stylization with Style Matching Score	Yuxin Jiang · Liming Jiang · Shuai Yang · Jia-Wei Liu · Ivor Tsang · Mike Zheng Shou	style
12	NGD: Neural Gradient Based Deformation for Monocular Garment Reconstruction	Soham Dasgupta · Shanthika Naik · Preet Savalia · Sujay Kumar Ingle · Avinash Sharma	garment
13	SCFlow: Implicitly Learning Style and Content Disentanglement with Flow Models	Pingchuan Ma · Xiaopei Yang · Ming Gui · Yusong Li · Felix Krause · Johannes Schusterbauer · Björn Ommer	style
14	AIComposer: Any Style and Content Image Composition via Feature Integration	Haowen Li · Zhenfeng Fan · Zhang Wen · Zhengzhou Zhu · Yunjin Li	style
15	StyleMotif: Multi-Modal Motion Stylization using Style-Content Cross Fusion	Ziyu Guo · Young-Yoon Lee · Joseph Liu · Yizhak Ben-Shabat · Victor Zordan · Mubbasir Kapadia	style
16	[LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text Pairing](https://intelligolabs.github.io/lots/)	Federico Girella · Davide Talon · Ziyue Liu · Zanxi Ruan · Yiming Wang · Marco Cristani	fashion
17	Multimodal Latent Diffusion Model for Complex Sewing Pattern Generation	Shengqi Liu · Yuhao Cheng · Zhuo Chen · Xingyu Ren · Wenhan Zhu · Lincheng Li · Mengxiao Bi · Xiaokang Yang · Yichao Yan	sewing
18	Rethinking DPO-style Diffusion Aligning Frameworks	XUN WU · Shaohan Huang · Lingjie Jiang · Furu Wei	style
19	Text2Outfit: Controllable Outfit Generation with Multimodal Language Models	Yuanhao Zhai · Yen-Liang Lin · Minxu Peng · Larry Davis · Ashwin Chandramouli · Junsong Yuan · David Doermann	outfit
20	LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation	Donald Shenaj · Ondrej Bohdal · Mete Ozay · Pietro Zanuttigh · Umberto Michieli	style
21	UnZipLoRA: Separating Content and Style from a Single Image	Chang Liu · Viraj Shah · Aiyu Cui · Svetlana Lazebnik	style
22	Cross-Category Subjectivity Generalization for Style-Adaptive Sketch Re-ID	Zechao Hu · Zhengwei Yang · Hao Li · Yixiong Zou · Zheng Wang	style
23	StyleSRN: Scene Text Image Super-Resolution with Text Style Embedding	Shengrong Yuan · Runmin Wang · Ke Hao · Xu-Qi Ma · Changxin Gao · Li Liu · Nong Sang	style
24	Pose-Star: Anatomy-Aware Editing for Open-World Fashion Images	Yuran Dong · Mang Ye	fashion
25	Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Tasks	Hailong Guo · Bohan Zeng · Yiren Song · Wentao Zhang · Jiaming Liu · Chuang Zhang	clothing
26	SA-LUT: Spatial Adaptive 4D Look-Up Table for Photorealistic Style Transfer	Zerui Gong · Zhonghua Wu · Qingyi Tao · Qinyue Li · Chen Change Loy	style
27	DuoLoRA : Cycle-consistent and Rank-disentangled Content-Style Personalization	Aniket Roy · Shubhankar Borse · Shreya Kadambi · Debasmit Das · Shweta Mahajan · Risheek Garrepalli · Hyojin Park · Ankita Nayak · Rama Chellappa · Munawar Hayat · Fatih Porikli	style
28	All Parts Matter: A Unified Mask-Free Virtual Try-On Framework	Chenghu Du · Shengwu Xiong · Yi Rong	try-on
29	Magic Insert: Style-Aware Drag-and-Drop	Nataniel Ruiz · Yuanzhen Li · Neal Wadhwa · Yael Pritch · Michael Rubinstein · David Jacobs · Shlomi Fruchter	style
30	MSA$^2$: Multi-task Framework with Structure-aware and Style-adaptive Character Representation for Open-set Chinese Text Recognition	Yangfu Li · Hongjian Zhan · Qi Liu · Li Sun · Yu-Jie Xiong · Yue Lu	style
31	OmniVTON: Training-Free Universal Virtual Try-On	Zhaotong Yang · Yuhui Li · Shengfeng He · Xinzhe Li · Yangyang Xu · Junyu Dong · Yong Du	try-on
32	PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware Mask	Jeongho Kim · Hoiyeong Jin · Sunghyun Park · Jaegul Choo	try-on
33	Learning Implicit Features with Flow-Infused Transformations for Realistic Virtual Try-On	Delong Zhang · Qiwei Huang · Yang Sun · Yuanliu Liu · Wei-Shi Zheng · Pengfei Xiong · Wei Zhang	try-on
34	IntroStyle: Training-Free Introspective Style Attribution using Diffusion Features	Anand Kumar · Jiteng Mu · Nuno Vasconcelos	style
35	MEH: A Multi-Style Dataset and Toolkit for Advancing Egyptian Hieroglyph Recognition	Maksim Golyadkin · Rubanova Alexandrovna · Aleksandr Utkov · Dmitry Nikolotov · Ilya Makarov	style
36	Domain Generalizable Portrait Style Transfer	Xinbo Wang · Wenju Xu · Qing Zhang · Wei-Shi Zheng	style
37	TextMaster: A Unified Framework for Realistic Text Editing via Glyph-Style Dual-Control	Zhenyu Yan · Jian Wang · Aoqiang Wang · Yuhan Li · Wenxiang Shang · Zhu Hangcheng	style
38	Tune-Your-Style: Intensity-tunable 3D Style Transfer with Gaussian Splatting	Yian Zhao · rushi ye · Ruochong Zheng · Zesen Cheng · Chaoran Feng · Jiashu Yang · Pengchong Qiao · Chang Liu · Jie Chen	style

SIGGRAPH 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	[Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates](https://liren2515.github.io/page/dmap/dmap.html)	Ren Li, Cong Cao, Corentin Dumery, Yingxuan You, Hao Li, Pascal Fua	Garment Reconstruction
2	[Rags2Riches: Computational Garment Reuse](https://anranqi.github.io/Rags2riches.github.io/)	Anran Qi, Nico Pietroni, Maria Korosteleva, Olga Sorkine-Hornung, Adrien Bousseau	Sewing Pattern Transfer
3	[GarmentImage: Raster Encoding of Garment Sewing Patterns with Diverse Topologies](https://yukistavailable.github.io/garmentimage.github.io/)	Yuki Tatsukawa, Anran Qi, I-Chao Shen, Takeo Igarashi	Garment Reconstruction
4	[Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable Physics](https://dress-1-to-3.github.io/)	Xuan Li, Chang Yu, Wenxin Du, Ying Jiang, Tianyi Xie, Yunuo Chen, Yin Yang, Chenfanfu Jiang	Garment Reconstruction
5	[3D Stylization via Large Reconstruction Model](https://arxiv.org/abs/2504.21836)	Ipek Oztas, Duygu Ceylan, Aysegul Dundar	Style

CVPR 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	Text-Driven Fashion Image Editing with Compositional Concept Learning and Counterfactual Abduction	Shanshan Huang · Haoxuan Li · Chunyuan Zheng · Mingyuan Ge · WeiGao · Lei Wang · Li Liu	fashion
2	DKC: Differentiated Knowledge Consolidation for Cloth-Hybrid Lifelong Person Re-identification	Zhenyu Cui · Jiahuan Zhou · Yuxin Peng	cloth
3	Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification	Zhiqi Pang · Junjie Wang · Lingling Zhao · Chunyu Wang	clothing
4	K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs	Ziheng Ouyang · Zhen Li · Qibin Hou	style
5	Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection	Zihao Zhang · Aming Wu · Yahong Han	style
6	Geometry in Style: 3D Stylization via Surface Normal Deformation	Nam Anh Dinh · Itai Lang · Hyunwoo Kim · Oded Stein · Rana Hanocka	style
7	Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion Model	Yingmao Miao · Zhanpeng Huang · Rui Han · Zibin Wang · Chenhao Lin · Chao Shen	try-on
8	VTON 360: High-Fidelity Virtual Try-On from Any Viewing Direction	Zijian He · Yuwei Ning · Yipeng Qin · Guangrun Wang · Sibei Yang · Liang Lin · Guanbin Li	try-on
9	SGSST: Scaling Gaussian Splatting Style Transfer	Bruno Galerne · Jianling WANG · Lara Raad · Jean-michel Morel	style
10	BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data Training	Xuanpu Zhang · Dan Song · pengxin zhan · Tianyu Chang · Jianhao Zeng · Qing-Guo Chen · Weihua Luo · An-An Liu	try-on
11	Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose Interaction	Dong Li · Wenqi Zhong · Wei Yu · Yingwei Pan · Dingwen Zhang · Ting Yao · Junwei Han · Tao Mei	try-on
12	SaMam: Style-aware State Space Model for Arbitrary Image Style Transfer	Hongda Liu · Longguang Wang · Ye Zhang · Ziru YU · Yulan Guo	style
13	Point-Level Visual Affordance Guided Retrieval and Adaptation for Cluttered Garments Manipulation	Ruihai Wu · Ziyu Zhu · Yuran Wang · Yue Chen · Jiarui Wang · Hao Dong	garment
14	SCSA: A Plug-and-Play Semantic Continuous-Sparse Attention for Arbitrary Semantic Style Transfer	Chunnan Shang · Zhizhong Wang · Hongwei Wang · Xiangming Meng	style
15	AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion Models	Xinghui Li · Qichao Sun · Pengze Zhang · Fulong Ye · Zhichao Liao · Wanquan Feng · Songtao Zhao · Qian HE	garment
16	Style-Editor: Text-driven object-centric style editing	Jihun Park · Jongmin Gim · Kyoungmin Lee · Seunghun Lee · Sunghoon Im	style
17	Design2GarmentCode: Turning Design Concepts to Tangible Garments Through Program Synthesis	Feng Zhou · Ruiyang Liu · chen liu · Gaofeng He · Yonglu Li · Xiaogang Jin · Huamin Wang	garment
18	StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements	Mingkun Lei · Xue Song · Beier Zhu · Beier Zhu · Hao Wang · Chi Zhang	style
19	TexGarment: Consistent Garment UV Texture Generation via Efficient 3D Structure-Guided Diffusion Transformer	Jialun Liu · Jinbo Wu · Xiaobo Gao · JiaKui Hu · Bojun Xiong · Xing Liu · Chen Zhao · Hongbin Pei · Haocheng Feng · Yingying Li · Errui Ding · Jingdong Wang	garment
20	StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer	ruojun xu · Weijie Xi · Xiaodi Wang · Yongbo Mao · Zach Cheng	style
21	HSI: A Holistic Style Injector for Arbitrary Style Transfer	Shuhao Zhang · Hui Kang · Yang Liu · Fang Mei · Hongjuan Li	style
22	HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving	Farchan Hakim Raswa · Chun-Shien Lu · Jia-Ching Wang	style
23	ChatGarment: Garment Estimation, Generation and Editing via Large Language Models	Siyuan Bian · Chenghao Xu · Yuliang Xiu · Artur Grigorev · Zhen Liu · Cewu Lu · Michael J. Black · Yao Feng	garment
24	ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-On	Ji Woo Hong · Tri Ton · Trung X. Pham · Gwanhyeong Koo · Sunjae Yoon · Chang D. Yoo	try-on
25	AIpparel: A Large Multimodal Generative Model for Digital Garments	Kiyohiro Nakayama · Jan Ackermann · Timur Levent Kesdogan · Yang Zheng · Maria Korosteleva · Olga Sorkine-Hornung · Leonidas Guibas · Guandao Yang · Gordon Wetzstein	garment
26	Robust-MVTON: Learning Cross-Pose Feature Alignment and Fusion for Robust Multi-View Virtual Try-On	Nannan Zhang · Yijiang Li · Dong Du · Zheng Chong · Zhengwentai Sun · Jianhao Zeng · Yusheng Dai · Zhenyu Xie · Hairui Zhu · Xiaoguang Han	try-on
27	DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image	Hyeongjin Nam · Donghwan Kim · Jeongtaek Oh · Kyoung Mu Lee	cloth
28	Photorealistic Simulation-Ready Garments from a Single Pose	Michelle Guo · Matt Jen-Yuan Chiang · Igor Santesteban · Nikolaos Sarafianos · Hsiaoyu Chen · Oshri Halimi · Aljaž Božič · Shunsuke Saito · Jiajun Wu · Karen Liu · Tuur Stuyck · Egor Larionov	garment
29	Style Quantization for Data-Efficient GAN Training	Jian Wang · Xin Lan · Ji-Zhe Zhou · Yuxin Tian · Jiancheng Lv	style
30	VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors Embedding	Yujie Liang · Xiaobin Hu · Boyuan Jiang · Donghao Luo · Xu Peng · Kai WU · Chengming Xu · Wenhui Han · Taisong Jin · Chengjie Wang · Rongrong Ji	try-on
31	Data Synthesis with Diverse Styles for Face Recognition via 3DMM-Guided Diffusion	Yuxi Mi · Zhizhou Zhong · Yuge Huang · Qiuyang Yuan · Xuan Zhao · Jianqing Xu · Shouhong Ding · ShaoMing Wang · Rizen Guo · Shuigeng Zhou	style
32	Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling	Nannan Li · Kevin Shih · Bryan A. Plummer	try-on
33	GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D Reconstruction	Li Zhang · mingliang xu · Jianan Wang · Qiaojun Yu · Lixin Yang · Yonglu Li · Cewu Lu · RujingWang · Liu Liu	garment
34	OmniStyle: Filtering High Quality Style Transfer Data at Scale	Ye Wang · Ruiqi Liu · Jiang Lin · Fei Liu · Zili Yi · Yilin Wang · Rui Ma	style
35	Controllable Human Image Generation with Personalized Multi-Garments	Yisol Choi · Sangkyung Kwak · Sihyun Yu · Hyungwon Choi · Jinwoo Shin	garment

ICLR 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models	Zheng Chong · Xiao Dong · Haoxiang Li · shiyue Zhang · Wenqing Zhang · Hanqing Zhao · xujie zhang · Dongmei Jiang · Xiaodan Liang	virtual try-on, diffusion models
2	Attributing Culture-Conditioned Generations to Pretraining Corpora	Huihan Li · Arnav Goel · Keyu He · Xiang Ren	culture-conditioned generation, pretraining corpora
3	Incorporating Visual Correspondence into Diffusion Model for Virtual Try-On	Siqi Wan · Jingwen Chen · Yingwei Pan · Ting Yao · Tao Mei	virtual try-on, diffusion model, visual correspondence

❤️Citation

If this work is beneficial to your research, please consider citing it or giving this repo a star🌟.

@article{GenAI_in_fashion_Shi,
author = {Shi, Wenda and Wong, Waikeung and Zou, Xingxing},
title = {Generative AI in Fashion: Overview},
year = {2025},
issue_date = {August 2025},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
volume = {16},
number = {4},
issn = {2157-6904},
url = {https://doi.org/10.1145/3718098},
doi = {10.1145/3718098},
journal = {ACM Trans. Intell. Syst. Technol.},
month = jun,
articleno = {74},
numpages = {73}
}

⚙Metrics

Here we only provide the fashion-centric metrics.

1. Image Domain:
   • FashionCLIP & FashionSigLip, (marqo-FashionCLIP)

📝Papers

Type	Overview	Evaluation	Basic Tech	Design	Styling	Selling	Buying
Category	-	-	Vision Language, Parsing, Segmentation, Recognition, Detection, Pose Estimation, Tracking	Fashion Design Synthesis, Try-On, Editing, Design Agent, 3D Synthesis, Dynamic Synthesis	Compatibility Learning, Outfit Recommendation	Retrieval, Selling Agent, Video Generation	Trend Analysis, Knowledge Extraction

Survey

Summary developments of technology

Title	Publication	Paper	Key Word	Region
Toward Fashion Intelligence in the Big Data Era: SOTA and Future Prospects	TCE 2024	paper	Fashion Analysis	China
Fashion intelligence in the Metaverse: promise and future prospects	AIR 2024	paper	Fashion Analysis and 3D-Related	China
A Comparative Study of Garment Draping Techniques	Preprint 2024	paper	Draping	India
A Survey of Artificial Intelligence in Fashion	IEEE Signal Process. Mag. 2023	paper	Overview	Taiwan (China)
AI Assisted Fashion Design: A Review	IEEE Access	paper	Fashion Design	China
Computational Technologies for Fashion Recommendation: A Survey	ACM Comput. Surv.	paper	Fashion Recommendation	Hong Kong (China)
A Review of Modern Fashion Recommender Systems	ACM Comput. Surv.	paper	Fashion Recommendation	Italy
A survey on Fashion Image Retrieval	ACM Comput. Surv.	paper	Fashion Retrieval	India
Appearance and Pose-Guided Human Generation: A Survey	ACM Comput. Surv.	paper	Fashion Generation	Hong Kong (China)
Analytics Applications in Fashion Supply Chain Management—A Review of Literature and Practice	IEEE Trans Eng Manag	paper	Fashion Supply Chain	Germany
Deep Learning Approaches for Fashion Knowledge Extraction From Social Media: A Review.	IEEE Access 2022	paper	Fashion Knowledge Extraction	Italy
Defining digital fashion: Reshaping the field via a systematic review	Comput. Hum. Behav. 2022	paper	Digital Fashion	South Korea
A Review of AI (Artificial Intelligence) Tools and Customer Experience in Online Fashion Retail	Int. J. E Bus. Res. 2022	paper	Fashion Retail	India
Fashion Meets Computer Vision: A Survey.	ACM Comput. Surv. 2021	paper	Overview	Taiwan (China)
Smart Fashion: A Review of AI Applications in the Fashion & Apparel Industry	Preprint 2021	paper	Overview	Iran
fAshIon after fashion: A Report of AI in Fashion	Preprint 2021	paper	Overview	Hong Kong(China)
Aesthetics, Personalization and Recommendation: A survey on Deep Learning in Fashion	Preprint 2021	paper	Overview	China
Fashion Recommendation Systems, Models and Methods: A Review	Informatics 2021	paper	Fashion Recommendation	USA
A Detailed Review of Artificial Intelligence Applied in the Fashion and Apparel Industry	IEEE Access 2019	paper	Overview	France
An Overview of Image Recognition and Retrieval of Clothing items	RICE 2018	paper	Fashion Retrieval	India
When Multimedia Meets Fashion	IEEE MultiMedia 2018	paper	Overview	China
Fashion Analysis: Current Techniques and Future Directions	IEEE MultiMedia 2014	paper	Overview	Singapore

Evaluation

Evaluation protocols for specific tasks

Title	Publication	Paper	Link	Region
How Good Is Aesthetic Ability of a Fashion Model?	CVPR 2022	paper	dataset	Hong Kong (China)
An Evaluation of Artificial Intelligence Components in E-Commerce Fashion Platforms	WorldCIST 2022	paper	-	Portugal
Where are my clothes? A multi-level approach for evaluating deep instance segmentation architectures on fashion images	CVPRW 2021	paper	-	France
Assessing Fashion Recommendations: A Multifaceted Offline Evaluation Approach	recsysXfashion 2019	paper	-	USA

Basic Tech

Understanding of fashion images

Vision Language

Model	Title	Publication	Paper	Link	Region
SyncMask	SyncMask: Synchronized Attentional Masking for Fashion-centric Vision-Language Pretraining	CVPR 2024	paper	-	South Korea
FAME-ViL	FAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion Tasks	CVPR 2023	->	project	UK
FashionSAP	FashionSAP: Symbols and Attributes Prompt for Fine-grained Fashion Vision-Language Pre-training	CVPR 2023	->	project	China
MVLT	Masked Vision-language Transformer in Fashion	MIR 2023	paper	-	China
OpenFashionCLIP	OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data	ICIAP 2023	->	project	Italy
-	A fine-grained vision and language representation framework with graph-based fashion semantic knowledge	CAD/Graphics 2023	paper	-	China
FashionCLIP	Contrastive language and vision learning of general fashion concepts	Scientific Reports (2022)	paper	code	Canada
FashionViL	Fashion-Focused Vision-and-Language Representation Learning	ECCV 2022	->	project	UK
Kaleido-BERT	Kaleido-BERT: Vision-Language Pre-Training on Fashion Domain	CVPR 2021	paper	-	China

Parsing

Model	Title	Publication	Paper	Link	Region
OMNet	OMNet: Outfit Memory Net for clothing parsing	IJCST 2023	paper	-	China
UAM-Net	Unabridged adjacent modulation for clothing parsing	PR 2022	paper	code	China
-	Feature fusion network for clothing parsing	IJMLC 2022	paper	-	China
CCFNet	CCFNet: Cross-Complementary fusion network for RGB-D scene parsing of clothing images	JVCI 2022	paper	-	China
-	Describe Me If You Can! Characterized Instance-Level Human Parsing	ICIP 2021	paper	-	France
-	Progressive One-shot Human Parsing	AAAI 2021	paper	-	Sydney
SIZER	SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing	ECCV 2020	paper	project	Germany
-	Hierarchical Human Parsing With Typed Part-Relation Reasoning	CVPR 2020	paper	code	Switzerland
-	Fine-Grained Garment Parsing: A Body Generation Approach	ICME 2020	paper	-	China
SP-FEN	Superpixels Features Extractor Network (SP-FEN) for Clothing Parsing Enhancement	NPL 2020	paper	-	Malaysia
Look into Person	Look into Person: Joint Body Parsing & Pose Estimation Network and a New Benchmark	TPAMI 2019	paper	-	China
-	Holistic, Instance-Level Human Parsing	BMVC 2017	paper	-	UK
-	Looking at Outfit to Parse Clothing	Preprint 2017	paper	-	Japan
-	Surveillance Video Parsing With Single Frame Supervision	CVPR 2017	paper	-	China
-	Enhanced Reweighted MRFs for Efficient Fashion Image Parsing	TOMM 2016	paper	-	Canada
-	Clothes Co-Parsing Via Joint Image Segmentation and Labeling With Application to Clothing Retrieval	TMM 2016	paper	-	China
-	Parsing Based on Parselets: A Unified Deformable Mixture Model for Human Parsing	TPAMI 2015	paper	-	Singapore
-	Retrieving Similar Styles to Parse Clothing	TPAMI 2014	paper	-	Japan
-	Fashion Parsing with Video Context	MM 2014	paper	-	Singapore
-	Paper Doll Parsing: Retrieving Similar Styles to Parse Clothing Items	ICCV 2013	paper	-	USA
-	Fashion Parsing With Weak Color-Category Labels	TMM 2013	paper	-	Singapore
-	Parsing clothing in fashion photographs	CVPR 2012	paper	-	USA

Segmentation, Recognition

Model	Title	Publication	Paper	Link	Region
-	DETR-based Layered Clothing Segmentation and Fine-Grained Attribute Recognition	CVPRW 2023	paper	-	Hong Kong (China)
Fashionformer	Fashionformer: A Simple, Effective and Unified Baseline for Human Fashion Segmentation and Recognition	ECCV 2022	->	project	China
Fashionpedia	Fashionpedia: Ontology, Segmentation, and an Attribute Localization Dataset	ECCV 2020	paper	-	USA
-	Segmentation task for fashion and apparel	Preprint 2020	paper	-	USA
-	Joint Multi-Person Pose Estimation and Semantic Part Segmentation	CVPR 2017	paper	-	USA
DeepFashion	DeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich Annotations	CVPR 2016	paper	-	Hong Kong(China)
-	Who Blocks Who: Simultaneous clothing segmentation for grouping images	ICCV 2011	paper	-	China

Detection

Model	Title	Publication	Paper	Link	Region
-	Improving apparel detection with category grouping and multi-grained branches	Multimedia Tools and Applications 2022	paper	-	USA
CoRe	CoRe: Color Regression for Multicolor Fashion Garments	CVPRW 2022	paper	-	France
-	Fashion landmark detection and category classification for robotics	ICARSC 2020	paper	-	Switzerland
-	Aggregation and Finetuning for Clothes Landmark Detection	Preprint 2020	paper	code	China
-	Spatial-aware non-local attention for fashion landmark detection	ICME 2019	paper	-	China
-	Layout-Graph Reasoning for Fashion Landmark Detection	CVPR 2019	paper	-	China
DeepFashion2	DeepFashion2: A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing Images	CVPR 2019	paper	-	China
-	A global-local embedding module for fashion landmark detection	ICCVW 2019	paper	-	Korea
-	Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer Networks	MM 2017	paper	-	Hong Kong (China)
-	Fashion Landmark Detection in the Wild	ECCV 2016	paper	-	Hong Kong(China)

Pose Estimation, Tracking

Model	Title	Publication	Paper	Link	Region
GarmentTracking	GarmentTracking: Category-Level Garment Pose Tracking	CVPR 2023	->	project	China
GarmentNets	GarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape Completion	ICCV 2021	->	project	USA

Selling

Online selling

Retrieval

Model	Title	Publication	Paper	Link	Region
M3-Net	Learning Attribute and Class-Specific Representation Duet for Fine-grained Fashion Analysis	CVPR 2023	paper	-	USA
-	Dynamic Network for Language-based Fashion Retrieval	MMIR ’23 (MM 2023 workshop)	paper	-	China
MODC	Fine-grained Fashion Representation Learning by Online Deep Clustering	ECCV 2022	paper	-	USA
FashionVLP	FashionVLP: Vision Language Transformer for Fashion Retrieval with Feedback	CVPR 2022	paper	-	USA
EI-CLIP	EI-CLIP: Entity-aware Interventional Contrastive Learning for E-commerce Cross-modal Retrieval	CVPR 2022	paper	-	USA
DAtRNet	DAtRNet: Disentangling Fashion Attribute Embedding for Substitute Item Retrieval	CVPRW 2022	paper	-	India
UIGR	UIGR: Unified Interactive Garment Retrieval	CVPRW 2022	paper	code	UK
CIRPLANT	Image Retrieval on Real-Life Images With Pre-Trained Vision-and-Language Models	ICCV 2021	paper	-	Australia
Fashion IQ	Fashion IQ: A New Dataset Towards Retrieving Images by Natural Language Feedback	CVPR 2021	paper	-	USA
-	Interpretable Multimodal Retrieval for Fashion Products	MM 2018	paper	-	Singapore
DARN	Cross-Domain Image Retrieval with a Dual Attribute-Aware Ranking Network	ICCV 2015	paper	-	Singapore

Selling Agent

Model	Title	Publication	Paper	Link	Region
Fashion-GPT	Fashion-GPT: Integrating LLMs with Fashion Retrieval System	LGM3A '23 (MM 2023 workshop)	paper	-	Singapore
FashionVQA	FashionVQA: A Domain-Specific Visual Question Answering System	CVPRW 2023)	paper	-	USA
VSE	Fashion-Specific Ambiguous Expression Interpretation with Partial Visual-Semantic Embedding	CVPRW 2023)	paper	-	Japan
-	A Conversational Shopping Assistant for Online Virtual Stores	MM 2022	paper	-	Portugal

Video Generation

Model	Title	Publication	Paper	Link	Region
GPT4Motion	GPT4Motion: Scripting Physical Motions in Text-to-Video Generation via Blender-Oriented GPT Planning	Preprint 2023	->	project	China
Animate Anyone	Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation	Preprint 2023	->	project	China
wFlow	Dressing in the Wild by Watching Dance Videos	CVPR 2022	->	project	China
ClothFormer	ClothFormer: Taming Video Virtual Try-on in All Module	CVPR 2022	->	project	China

Styling

Personal Styling

Compatibility Learning

Model	Title	Publication	Paper	Link	Region
FCBoost-Net	FCBoost-Net: A Generative Network for Synthesizing Multiple Collocated Outfits via Fashion Compatibility Boosting	MM 2023	paper	-	China

Outfit Recommendation

Model	Title	Publication	Paper	Link	Region
CP-TransMatch	Modeling Multi-Relational Connectivity for Personalized Fashion Matching	MM 2023	paper	-	Hong Kong (China)
SHIFT15M	SHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shifts	CVPRW 2023)	paper	code	Japan
BiHGH	Bi-directional Heterogeneous Graph Hashing towards Efficient Outfit Recommendation	MM 2022	paper	-	Australia
OutfitTransformer	OutfitTransformer: Outfit Representations for Fashion Recommendation	CVPRW 2022	paper	-	USA
OutfitGAN	OutfitGAN: Learning Compatible Items for Generative Fashion Outfits	CVPRW 2022	paper	-	USA
GradREC	“Does it come in black?” CLIP-like models are zero-shot recommenders	ECNLP 5(ACL 2022 workshop)	paper	code	Milan

Design

Fashion Design Synthesis

Model	Title	Publication	Paper	Link	Region
StyleMe	StyleMe: Towards Intelligent Fashion Generation with Designer Style	CHI 2023	paper	code	China
generative.fashion	Fashioning the Future: Unlocking the Creative Potential of Deep Generative Models for Design Space Exploration	CHI EA 2023	paper	project	Switzerland
AI Archive	Generative AI for Concept Creation in Footwear Design	INVITED-TALK (SIGGRAPH 2023)	paper	-	Germany
UnitedHuman	UnitedHuman: Harnessing Multi-Source Data for High-Resolution Human Generation	ICCV 2023	->	project	China
FreeDoM	FreeDoM: Training-Free Energy-Guided Conditional Diffusion Model	ICCV 2023	paper	code	China
BoxDiff	BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion	ICCV 2023	paper	code	Singapore
ControlNet	Adding Conditional Control to Text-to-Image Diffusion Models	ICCV2023	paper	code	USA
PromptStyler	PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization	ICCV 2023	->	project	South Korea
Diffusart	Diffusart: Enhancing Line Art Colorization with Conditional Diffusion Models	CVPRW 2023	paper	-	France
Gatha	Gatha: Relational Loss for enhancing text-based style transfer	CVPRW 2023	paper	-	USA
DiffFashion	Image Reference-guided Fashion Design with Structure-aware Transfer by Diffusion Models	CVPRW 2023	paper	code	China
VectorFusion	VectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion Models	CVPR 2023	->	project, unofficial code	USA
DiffSketcher	DiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion Models	NIPS 2023	->	project	China
SGDiff	SGDiff: A Style Guided Diffusion Model for Fashion Synthesis	MM 2023	paper	code	Hong Kong (China)
FashionDiff	FashionDiff: A Controllable Diffusion Model Using Pairwise Fashion Elements for Intelligent Design	MM 2023	paper	-	China
InspirNET	InspirNET: An Unsupervised Generative Adversarial Network with Controllable Fine-grained Texture Disentanglement for Fashion Generation	MM 2023	paper	-	China
-	Toward Intelligent Interactive Design: A Generation Framework Based on Cross-domain Fashion Elements	MM 2023	paper	-	China
-	Normal-guided Garment UV Prediction for Human Re-texturing	CVPR 2023	paper	-	USA
TemporalUV	TemporalUV: Capturing Loose Clothing with Temporally Coherent UV Coordinates	CVPR 2022	paper	-	Germany
ARMANI	ARMANI: Part-level Garment-Text Alignment for Unified Cross-Modal Fashion Design	MM 2022	paper	-	China
AI Carpet	AI Carpet: Automatic Generation of Aesthetic Carpet Pattern	MM 2022	paper	-	China
Wearable ImageNet	Wearable ImageNet: Synthesizing Tileable Textures via Dataset Distillation	CVPRW 2022	paper	project	USA
Rank in Style	Rank in Style: A Ranking-based Approach to Find Interpretable Directions	CVPRW 2022	paper	-	Turkey

Try-On

Model	Title	Publication	Paper	Link	Region
FashionTex	FashionTex: Controllable Virtual Try-on with Text and Texture.	SIGGRAPH 2023	paper	code	China
FreqHPT	FreqHPT: Frequency-aware attention and flow fusion for Human Pose Transfer	CVPRW 2023)	paper	-	China
SAL-VTON	Linking Garment with Person via Semantically Associated Landmarks for Virtual Try-On	CVPR 2023	paper	project	China
TryOnDiffusion	TryOnDiffusion: A Tale of Two UNets	CVPR 2023	->	project	USA
GP-VTON	GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learning	CVPR 2023	->	project	China
LaDI-VTON	LaDI-VTON:Latent Diffusion Textual-Inversion Enhanced Virtual Try-On	MM 2023	paper	code	Italy
DCI-VTON	Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow	MM 2023	paper	code	China
PG-VTON	PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference Paradigm	TMM 2023	paper	code	China
DOC-VTON	OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup	TMM 2023	paper	code	China
StableVITON	StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On	Preprint 2023	->	project	South Korea
-	A High-resolution Image-based Virtual Try-on System in Taobao E-commerce Scenario	MM 2022	paper	-	China
GT-MUST	GT-MUST: Gated Try-on by Learning the Mannequin-Specific Transformation	MM 2022	paper	-	China
PL-VTON	Progressive Limb-Aware Virtual Try-On	MM 2022	paper	-	China
Dress Code	Dress Code: High-Resolution Multi-Category Virtual Try-On	CVPRW 2022	paper	project	Italy
DBCT	Dual-Branch Collaborative Transformer for Virtual Try-On	CVPRW 2022	paper	-	Italy
DP-VTON	Towards Detailed Characteristic-Preserving Virtual Try-On	CVPRW 2022	paper	-	South Korea
Flow-Style-VTON	Style-Based Global Appearance Flow for Virtual Try-On	CVPR 2022	->	project	UK
RT-VTON	Full-Range Virtual Try-On with Recurrent Tri-Level Transform	CVPR 2022	->	project	China, Singapore
DGP	Weakly Supervised High-Fidelity Clothing Model Generation	CVPR 2022	paper	-	China

Editing

Model	Title	Publication	Paper	Link	Region
Patternshop	Patternshop: Editing Point Patterns by Image Manipulation	SIGGRAPH 2023	->	project	Germany
MGD	Multimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image Editing	ICCV 2023	paper	code	Italy
EditAnything	EditAnything: Empowering Unparalleled Flexibility in Image Editing and Generation	MM 2023	paper	project	China
SketchEdit	SketchEdit: Mask-Free Local Image Manipulation with Partial Sketches	CVPR 2022	->	project	USA

Design Agent

Model	Title	Publication	Paper	Link	Region
FashionMatrix	Fashion Matrix: Editing Photos by Just Talking	Preprint 2023	->	project	China

3D Synthesis

Model	Title	Publication	Paper	Link	Region
Garment3DGen	Garment3DGen: 3D Garment Stylization and Texture Generation	arXiv 2024	->	project	USA
En3D	En3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic Data	Preprint 2024	->	project	China
SewFormer	Towards Garment Sewing Pattern Reconstruction from a Single Image	TOG (SIGGRAPH Asia 2023)	->	project	Singapore
GTA	Global-correlated 3D-decoupling Transformer for Clothed Avatar Reconstruction	NIPS 2023	->	project	China
SeSDF	SeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human Reconstruction	CVPR 2023	paper	-	Hong Kong (China)
SoY	Shape of You: Precise 3D shape estimations for diverse body types	CVPRW 2023)	paper	-	USA
KBody	KBody: Balanced monocular whole-body estimation	CVPRW 2023)	paper	project	USA
CAR	High-Fidelity Clothed Avatar Reconstruction from a Single Image	CVPR 2023	->	project	China
DIFu	DIFu: Depth-Guided Implicit Function for Clothed Human Reconstruction	CVPR 2023	->	project	South Korea
NeuralUDF	NeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary Topologies	CVPR 2023	->	project	Hong Kong (China)
REC-MV	REC-MV: REconstructing 3D Dynamic Cloth from Monocular Videos	CVPR 2023	->	project	China
Get3DHuman	Get3DHuman: Lifting StyleGAN-Human into a 3D Generative Model using Pixel-aligned Reconstruction Priors	ICCV2023	->	project	China
HairStep	HairStep: Transfer Synthetic to Real Using Strand and Depth Maps for Single-View 3D Hair Modeling	CVPR 2023	->	project	China
ECON	ECON: Explicit Clothed humans Optimized via Normal integration	CVPR 2023	->	project	Germany
DrapeNet	DrapeNet: Garment Generation and Self-Supervised Draping	CVPR 2023	->	project	Switzerland
AnchorDEF	Learning Anchor Transformations for 3D Garment Animation	CVPR 2023	->	project	China
CloSET	CloSET: Modeling Clothed Humans on Continuous Surface with Explicit Template Decomposition	CVPR 2023	->	project	China
-	Clothed Human Performance Capture with a Double-layer Neural Radiance Fields	CVPR 2023	paper	-	China
HOOD	HOOD: Hierarchical Graphs for Generalized Modelling of Clothing Dynamics	CVPR 2023	->	project	Switzerland
xCloth	xCloth: Extracting Template-free Textured 3D Clothes from a Monocular Image	MM 2023	paper	-	India
AvatarFusion	AvatarFusion: Zero-shot Generation of Clothing-Decoupled 3D Avatars Using 2D Diffusion	MM 2023	paper	project	China
Control3D	Control3D: Towards Controllable Text-to-3D Generation	MM 2023	paper	-	China
SynBody	SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modeling	ICCV 2023	->	project	China
EVA3D	EVA3D: Compositional 3D Human Generation from 2D Image Collections	ICLR 2023	->	project	Singapore
ReFU	A Repulsive Force Unit for Garment Collision Handling in Neural Networks	ECCV 2022	->	project	USA
SNUG	SNUG: Self-Supervised Neural Dynamic Garments	CVPR 2022	->	project	Spain
ICON	ICON: Implicit Clothed humans Obtained from Normals	CVPR 2022	->	project	Germany
True Seams	True Seams:Modeling Seams in Digital Garments	SIGGRAPH 2022	->	project	USA
VirtualBones	Predicting Loose-Fitting Garment Deformations Using Bone-Driven Motion Networks	SIGGRAPH 2022	->	project	China
CrossHuman	CrossHuman: Learning Cross-guidance from Multi-frame Images for Human Reconstruction	MM 2022	paper	-	China
ReEF	Registering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single Images	CVPR 2022	->	project	China
PHORHUM	Photorealistic Monocular 3D Reconstruction of Humans Wearing Clothing	CVPR 2022	->	project	USA
NeuralTailor	NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of Garments	SIGGRAPH 2022	paper	-	South Korea

Dynamic Synthesis

Model	Title	Publication	Paper	Link	Region
WordRobe	WordRobe: Text-Guided Generation of Textured 3D Garments	arXiv 2024	paper	project	India
CLOTH4D	CLOTH4D: A Dataset for Clothed Human Reconstruction	CVPR 2023	->	project	Hong Kong (China)
Garment4D	Garment4D: Garment Reconstruction from Point Cloud Sequences	NIPS 2021	->	project	Singapore

Buying

Trend Analysis

Model	Title	Publication	Paper	Link	Region
POP	POP: Mining POtential Performance of new fashion products via webly cross-modal query expansion	ECCV 2022	->	project	Italy
Visuelle 2.0	The multi-modal universe of fast-fashion: the Visuelle 2.0 benchmark	CVPRW 2022	paper	project	Italy

Knowledge Extraction

Model	Title	Publication	Paper	Link	Region
-	Multimodal Fashion Knowledge Extraction as Captioning	SIGIR-AP 2023	paper	-	Hong Kong(China)
-	Who, Where, and What to Wear?: Extracting Fashion Knowledge from Social Media	MM 2019	paper	-	Singapore
-	Describing Clothing by Semantic Attributes	ECCV 2012	paper	-	USA

👀Workshops

1. Workshop on Virtual Try-On (CVPR Workshop): CV_VTO 2024
2. Computer Vision for Fashion, Art, and Design (CVPR Workshop): CVFAD 2024, CVFAD 2023, CVFAD 2022
3. Workshop on Creativity & Generative AI (NeurIPS Workshop): Creat&GenAI 2024
4. Machine Learning for Creativity and Design (NeurIPS Workshop): ML4CD 2023, ML4CD 2022
5. Creative AI Across Modalities (AAAI Workshop): creativeAI 2023
6. Multimedia Computing towards Fashion Recommendation (ACM MM Workshop): MCFR 2022
7. recsysXfashion (RecSys Workshop): recsysXfashion 2022, recsysXfashion 2021

🚀Companies, Products

Name	Found	Info	News
CALA	2016	fashion supply chain interface that unifies design, development, production, and logistics	2022.11
Zalando Research	2016	Research	2023.04 fashion assistant powered by ChatGPT
Vue.ai	2016	Retail AI analysis, AI avatar	-
极睿 infimind	2017	Fashion Product Content	2023.11 interview in mandarin
知衣 zhiyi	2018	Fashion Design Collaboration	2023.08 Fashion Diffusion
LALALAND	2019	AI avatar, Fashion Product Content	2023.08 collaborate with Browzwear-VStitcher
PatternedAi	2021	Pattern Design	-
Dsign.Ai	-	Prints and Patterns Design	-
AIMDE-Symmpix	2023	Fashion Pattern, 3D	2023.11 new feature
Weshop	2023	AI avatar & Fashion Product Content	a subsidiary of MOGU
Wondershare VirtuLook	2023	AI avatar & Fashion Product Content	a subsidiary of wondershare
Pixelcut	2022	AI-powered editing tools(Product Content)	-
CreatorKit	2020	AI Product Content, Videos	-
DeepImage	2022	AI Product Content	-
Unbound	-	personal AI business assistant	-
Zeg AI	2018	AI Product Content, Videos, 3D Render	-

Researchers

Group/Lab/Univ	Researchers
AiDlab-PolyU	Calvin WONG,Xingxing Zou
GAP Lab-CUHKSZ	Xiaoguang Han
HCP-I2 Lab-SYSU	Xiaodan Liang,Zhenyu Xie
HIT SZ	Haijun Zhang
MMLab-NTU	Ziwei Liu
MPI-IS	Michael Black
Meshcapade	Maria Korosteleva
CVLab-EPFL	Ren Li
AImageLab	Rita Cucchiara
Utah Univ	Ziad Al-Halah
Georgia Tech	Devi Parikh
UT Austin	Kristen Grauman
Cornell	Kavita Bala
UIUC	Ranjitha Kumar

Other Resources

Industry Reports

1. Generative AI’s Act Two | SEQUOIA | 2023.09
2. How Are Consumers Using Generative AI?| A16Z | 2023.09
3. Outlook for the Global and Chinese Fashion Industry in 2035|Roland Berger|2023.08
4. The Complete Playbook for Generative AI in Fashion|Bof|2023.06
5. Generative AI: Unlocking the future of fashion |McKinsey|2023.03

About FashionAI

1. Fashion Datasets
2. Cool Fashion Papers(Before 2022)
3. awesome-fashion-ai
4. AI4Design Survey
5. image-to-image-papers
6. Awesome Virtual Try-on (VTON) Research
7. Awesome-pose-transfer
8. Human Body Reconstruction

About GenAI

1. The Roadmap of Generative AI
2. awesome-Ai-tools
3. LLM Survey
4. LLM-Agent-Paper-List
5. Awesome-diffusion-model-for-image-processing
6. Multimodal Image Synthesis and Editing: The Generative AI Era
7. GAN-Inversion Survey
8. A Survey on Deep Generative 3D-aware Image Synthesis
9. Awesome 3D Generation
10. Generative AI meets 3D: A Survey on Text-to-3D in AIGC Era
11. Awesome GenAI Tech