🕶️ Cool-GenAI-Fashion-Papers

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

• If your work relates to this topic and you'd like to be added to this repo, feel free to open an issue ✨.

Change Log

• 2026-6, SIGGRAPH/ECCV 2026 fashion-related papers are updated.

• 2026-5, Fashion-related papers in CVPR/SIGGRAPH 2026 are updated.

• 2026-2, Fashion-related papers in ICLR 2026 are updated.

• 2025-10, Fashion-related papers in SIGGRAPH Asia/NeurIPS 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/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) ⬅️

Table Of Content

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

🔥Latest Fashion-Related Papers

Labels: 🏅best / 🏆oral / 🌟highlight.

ECCV 2026-Fashion-Related-Papers

No	Title	Authors	Key words
1	Re-CatVTON: Rethinking Garment Conditioning in Diffusion-based Virtual Try-On	Kihyun Na, Jinyoung Choi, Injung Kim	virtual try-on, garment conditioning, diffusion models
2	FitControler: Toward Fit-Aware Virtual Try-On	Lu Yang, Yicheng Liu, Yanan Li, Xiang Bai, Hao Lu	virtual try-on, fit-aware control, garment fit
3	Self-supervised Garment Dynamics with Persistent Wrinkles	Xiaoyuan Yang, Deshan Gong, Taku Komura, He Wang	garment dynamics, persistent wrinkles, cloth simulation
4	OrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion Generation	Authors not listed yet	fashion generation, virtual try-on, garment reconstruction

SIGGRAPH 2026-Fashion-Related-Papers

No	Title	Authors	Key words
1	ControlTile: Controllable Texture Tiling with Transformed RoPE-Enhanced Diffusion Models	Junrong HUANG · Zhiyuan ZHANG · Tang RUI · Hongbo FU · Jing LIAO*	texture, textile, pattern design
2	Efficient B-Spline Finite Elements for Cloth Simulation	Yuqi Meng, Yihao Shi, Kemeng Huang, Zixuan Lu, Ning Guo, Taku Komura, Yin Yang, Minchen Li	cloth, simulation, finite elements
3	HairPort: 3D-aware Hairstyle Transfer	A. Heidari, A. Alimohammadi, W. Michel Pinto Lira, A. Bar-Lev, and A. Mahdavi-Amiri	hairstyle, 3D reconstruction, diffusion models
4	Garment Particles: A 2D-3D Symmetric Garment Representation for Generation and Editing	Kiyohiro Nakayama, I-chao Shen, Ruofan Liu, Yiming Wang, Gordon Wetzstein, Takeo Igarashi	garment generation, garment editing, 2D-3D representation
5	LoBoFit: Flexible Garment Refitting via Local Bone Mapping Blending	Meng Zhang, Yu Xin, Feiya Guo, Kaizhang Kang, Mengyu Chu, Ruizhen Hu	garment refitting, local bone mapping
6	Learning Sewing Patterns via Latent Flow Matching of Implicit Fields	Cong Cao, Ren Li, Corentin Dumery, Hao Li	sewing pattern, latent flow matching, implicit fields
7	PatternGSL: A Structured Specification Language for Template-Free and Simulation-Ready 3D Garments	Zhenyang Li, Lutao Jiang, Yizhou Zhao, Weikai Chen, Ying-Cong Chen, Xin Wang, Yifan Peng	garment, sewing pattern, simulation-ready
8	Learned Universal Interoperable Virtual Try-ON	Cong Cao, Xianhang Cheng, Jingyuan Liu, Yujian Zheng, Zhenhui Lin, Ren Li, Meriem Chkir, Hao Li	virtual try-on, garment interoperability, geometry
9	FIT: A Large-Scale Dataset for Fit-Aware Virtual Try-On	Yuanhao Wang, Johanna Karras, Yingwei Li, Ira Kemelmacher-Shlizerman	virtual try-on, dataset, fit-aware
10	FabricTryOn: Taming Image Editing Models for Garment Re-Texturing	Jun Ma, Qian He, Gaofeng He, Huang Chen, Chen Liu, Xiaogang Jin, Yin Yang, Huamin Wang	virtual try-on, garment re-texturing, image editing
11	HumanFlow: Controllable Human Image Generation via Flow Matching	Wenzhuo Fan, Hongsheng Zheng, Jianchi Sun, Fei Fang, Hong Ding, Chunxia Xiao	human image generation, flow matching, virtual try-on

CVPR 2026-Fashion-Related-Papers

No	Title	Authors	Key words
1	GraspALL: Adaptive Structural Compensation from Luminance Variation for Robotic Garment Grasping in Any Low-Light Conditions 🌟highlight	Haifeng Zhong, Wenshuo Han, Zhouyu Wang, Runyang Feng, Fan Tang, Tong-yee Lee, zipei fan, Ruihai Wu, Yuran Wang, Hao Dong, Hechang Chen, Hyung Jin Chang, Yixing Gao	garment
2	NI-Tex: Non-isometric Image-based Garment Texture Generation 🌟highlight	Hui Shan, Ming Li, Haitao Yang, Kai Zheng, Sizhe Zheng, Yanwei Fu, Xiangru Huang	garment
3	SwiftTailor: Efficient 3D Garment Generation with Geometry Image Representation 🌟highlight	Phuc Pham, Uy Tran, Binh-Son Hua, Phong Nguyen	garment
4	Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories	Junyao Hu, Zhongwei Cheng, Waikeung Wong, Xingxing Zou	garment, cloth, try-on
5	ReWeaver: Towards Simulation-Ready and Topology-Accurate Garment Reconstruction	Ming Li, Hui Shan, Kai Zheng, Chentao Shen, Siyu Liu, Yanwei Fu, Zhen Chen, Xiangru Huang	garment, clothed human
6	FEAT: Fashion Editing and Try-On from Any Design 🌟highlight	Soye Kwon, Keonyoung Lee, Dahuin Jung, Jaekoo Lee	fashion, try-on
7	MOFA-VTON: More Fashion Possibilities with Fine-Grained Adaptations in Virtual Try-On 🌟highlight	Xiaoyu Han, Chenyang Wang, Jing Wang, Shunyuan Zheng, Quanling Meng, Shengping Zhang	fashion, try-on
8	MV-Fashion: Towards Enabling Virtual Try-On and Size Estimation with Multi-View Paired Data 🌟highlight	Hunor Laczko, Libang Jia, Phat Truong, Diego Hernández, Sergio Escalera, Jordi Gonzàlez, Meysam Madadi	fashion, try-on
9	Clothe and Pose	Nakul Sharma, Aayush Bansal, Minh Vo	cloth
10	Physical Adversarial Clothing Evades Visible-Thermal Detectors via Non-Overlapping RGB-T Pattern	Xiaopei Zhu, Guanning Zeng, Zhanhao Hu, Jun Zhu, Xiaolin Hu	cloth
11	BarbieGait: An Identity-Consistent Synthetic Human Dataset with Versatile Cloth-Changing for Gait Recognition	Qingyuan Cai, Saihui Hou, Xuecai Hu, Yongzhen Huang	cloth, clothed human
12	Zero-Shot Reconstruction of Animatable 3D Avatars with Cloth Dynamics from a Single Image	Joohyun Kwon, Geonhee Sim, Gyeongsik Moon	cloth, clothed human
13	RefTON: Person-to-Person Virtual Try-On with Unpaired Visual References	Liuzhuozheng Li, Yue Gong, Shanyuan Liu, Zanyi Wang, Dengyang Jiang, Liebucha Wu, Bo Cheng, Yuhang Ma, Dawei Leng, Yuhui Yin	clothed human, try-on
14	Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervision 🌟highlight	Hyunsoo Cha, Wonjung Woo, Byungjun Kim, Hanbyul Joo	clothed human, try-on
15	High-Fidelity Virtual Try-On beyond Paired Data Scarcity via Diffusion-based Cycle-Consistent Learning	Jia Wu, Yijing Dai, Tingfeng Cao, Meiling Wu, Tao Luo, Jian Dong Zhang, Guangming Lu, Xiaoyi Zeng	try-on
16	Mobile-VTON: High-Fidelity On-Device Virtual Try-On	Zhenchen Wan, Ce Chen, Runqi Lin, Jiaxin Huang, Tianxi Chen, Yanwu Xu, Tongliang Liu, Mingming Gong	try-on
17	PG-VTON: Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference Alignment	Guohao Zhao, Yuxin Peng	try-on
18	PROMO: Promptable Outfitting for Efficient High-Fidelity Virtual Try-On	Haohua Chen, Tianze Zhou, Wei Zhu, Runqi Wang, Yandong Guan, Dejia Song, Yibo Chen, Xu Tang, Yao Hu, Lu Sheng, Zhiyong Wu	try-on
19	The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details Injection	Qingdong He, Xueqin Chen, Yanjie Pan, Peng Tang, Pengcheng Xu, Zhenye Gan, Chengjie Wang, Xiaobin Hu, Jiangning Zhang, Yabiao Wang	try-on
20	AvatarMix: Identity-Preserving Cross-Avatar Composition for Outfit Personalization	Zhaorong Wang, Yoshihiro Kanamori, Yuki Endo	outfit personalization, clothed avatar, garment transfer
21	One Model for All: Unified Try-On and Try-Off in Any Pose via LLM-Inspired Bidirectional Tweedie Diffusion	Jinxi Liu, Zijian He, Guangrun Wang, Guanbin Li, Liang Lin	virtual try-on, try-off, diffusion models
22	Eevee: Towards Close-up High-resolution Video-based Virtual Try-on	Jianhao Zeng, Yancheng Bai, Ruidong Chen, Xuanpu Zhang, Lei Sun, Dongyang Jin, Ryan Xu, Nannan Zhang, Dan Song, Xiangxiang Chu	video virtual try-on, garment consistency, dataset
23	Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal Condition	Yu He, Ting Zhu, Yichun Liu, Lichen Ma, Xinyuan Shan, Jingling Fu, Yu Shi, Junshi Huang, Yan Li	fashion dataset, outfit generation, multimodal condition
24	FIRE-CIR: Fine-grained Reasoning for Composed Fashion Image Retrieval	François Gardères, Camille-Sovanneary Gauthier, Jean Ponce, Shizhe Chen	fashion retrieval, composed image retrieval, reasoning
25	Thermally Activated Dual-Modal Adversarial Clothing against AI Surveillance Systems	Jiahuan Long, Tingsong Jiang, Hanqing Liu, Chao Ma, Weien Zhou, Yang Yang, Wen Yao	clothing, adversarial wearable, dual-modal camouflage

ICLR 2026-Fashion-Related-Papers

No	Title	Authors	Key words
1	GarmentGPT: Compositional Garment Pattern Generation via Discrete Latent Tokenization	Fangsheng Weng, Junhao Chen, Xiang Li, Jie Qin, Hanzhong Guo, ShaochunHao, Xiaoguang Han	Garment, Pattern
2	Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment Modeling	Jiachen Qian, Hongye Yang, Youtian Lin, tianhao zhao, Hengshuang Zhao, Yao Yao, Feihu Zhang	Garment
3	Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed Individuals	Davide Lobba, Fulvio Sanguigni, Bin Ren, Marcella Cornia, Rita Cucchiara, Nicu Sebe	Virtual Try-Off, Fashion, Generation, Diffusion Transformer
4	Dynamic Texture Modeling of 3D Clothed Gaussian Avatars from a Single Video	Seungeun Lee, SeungJun Moon, Hah Min Lew, Ji-Su Kang, Gyeong-Moon Park	Clothed Human
5	UP2You: Fast Reconstruction of Yourself from Unconstrained Photo Collections	Zeyu Cai, Ziyang Li, Xiaoben Li, Boqian Li, Zeyu Wang, Zhenyu Zhang, Yuliang Xiu	Clothed Human
6	Generative Human Geometry Distribution	Xiangjun Tang, Biao Zhang, Peter Wonka	Clothed Human
7	CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown Conditions	Yuliang Zhan, Jian Li, Wenbing Huang, Wenbing Huang, Yang Liu, Hao Sun	Cloth Dynamics, Simulation

NeurIPS 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	Mitigating Occlusions in Virtual Try-On via A Simple-Yet-Effective Mask-Free Framework	Chenghu Du · Shengwu Xiong · junyin Wang · Yi Rong · Shili Xiong	try-on
2	ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-On	Yuhan Li · Zhiyu Jin · Yifan Tong · Wenxiang Shang · Benlei Cui · Xuanhong Chen · Ran Lin · Bingbing Ni	try-on
3	VTON-VLLM: Aligning Virtual Try-On Models with Human Preferences	Siqi Wan · Jingwen Chen · Qi Cai · Yingwei Pan · Ting Yao · Tao Mei	try-on
4	PhysDiff-VTON: Cross-Domain Physics Modeling and Trajectory Optimization for Virtual Try-On	Shibin Mei · Bingbing Ni	try-on
5	OmniTry: Virtual Try-On Anything without Masks	Yutong Feng · Linlin Zhang · Hengyuan Cao · Yiming Chen · Xiaoduan Feng · Jian Cao · Yuxiong Wu · Bin Wang	try-on
6	Virtual Fitting Room: Generating Arbitrarily Long Videos of Virtual Try-On from a Single Image	Junkun Chen · Aayush Bansal · Minh Vo · Yu-Xiong Wang	try-on
7	SyncHuman: Synchronizing 2D and 3D Generative Models for Single-view Human Reconstruction	Wenyue Chen, Peng Li, Wangguandong Zheng, Chengfeng Zhao, Mengfei Li, Yaolong Zhu, Zhiyang Dou, Ronggang Wang, Yuan Liu	clothed-human

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	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	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
3	One-shot Embroidery Customization via Contrastive LoRA Modulation	Jun Ma, Qian He, Gaofeng He, Huang Chen, Chen Liu, Xiaogang Jin, Huamin Wang	stylization, embroidery
4	InfiniHuman: Infinite 3D Human Creation with Precise Control	Yuxuan Xue, Xianghui Xie, Margaret Kostyrko, Gerard Pons-Moll	try-on, clothed human
5	CHARM: Control-point-based 3D Anime Hairstyle Auto-Regressive Modeling	Yuze He, Yanning Zhou, Wang Zhao, Jingwen Ye, Yushi Bai, Kaiwen Xiao, Yong-Jin Liu, Zhongqian Sun, Wei Yang	hairstyle

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	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
5	NGD: Neural Gradient Based Deformation for Monocular Garment Reconstruction	Soham Dasgupta · Shanthika Naik · Preet Savalia · Sujay Kumar Ingle · Avinash Sharma	garment reconstruction
6	AIComposer: Any Style and Content Image Composition via Feature Integration	Haowen Li · Zhenfeng Fan · Zhang Wen · Zhengzhou Zhu · Yunjin Li	style
7	LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text Pairing	Federico Girella · Davide Talon · Ziyue Liu · Zanxi Ruan · Yiming Wang · Marco Cristani	fashion
8	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
9	Text2Outfit: Controllable Outfit Generation with Multimodal Language Models	Yuanhao Zhai · Yen-Liang Lin · Minxu Peng · Larry Davis · Ashwin Chandramouli · Junsong Yuan · David Doermann	outfit
10	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
11	UnZipLoRA: Separating Content and Style from a Single Image	Chang Liu · Viraj Shah · Aiyu Cui · Svetlana Lazebnik	style
12	Pose-Star: Anatomy-Aware Editing for Open-World Fashion Images	Yuran Dong · Mang Ye	fashion
13	Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing Tasks	Hailong Guo · Bohan Zeng · Yiren Song · Wentao Zhang · Jiaming Liu · Chuang Zhang	clothing
14	All Parts Matter: A Unified Mask-Free Virtual Try-On Framework	Chenghu Du · Shengwu Xiong · Yi Rong	try-on
15	Magic Insert: Style-Aware Drag-and-Drop	Nataniel Ruiz · Yuanzhen Li · Neal Wadhwa · Yael Pritch · Michael Rubinstein · David Jacobs · Shlomi Fruchter	style
16	OmniVTON: Training-Free Universal Virtual Try-On	Zhaotong Yang · Yuhui Li · Shengfeng He · Xinzhe Li · Yangyang Xu · Junyu Dong · Yong Du	try-on
17	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
18	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
19	Domain Generalizable Portrait Style Transfer	Xinbo Wang · Wenju Xu · Qing Zhang · Wei-Shi Zheng	style
18	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
19	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
20	SAFT: Shape and Appearance of Fabrics from Template via Differentiable Physical Simulations from Monocular Video	David Stotko · Reinhard Klein	fabric
21	From Gallery to Wrist: Realistic 3D Bracelet Insertion in Videos	Chenjian Gao, Lihe Ding, Rui Han, Zhanpeng Huang, Zibin Wang, Tianfan Xue	try-on

SIGGRAPH 2025-Fashion-Related-Papers

No	Title	Authors	Key words
1	Single View Garment Reconstruction Using Diffusion Mapping Via Pattern Coordinates	Ren Li, Cong Cao, Corentin Dumery, Yingxuan You, Hao Li, Pascal Fua	Garment Reconstruction
2	Rags2Riches: Computational Garment Reuse	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	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	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	Ipek Oztas, Duygu Ceylan, Aysegul Dundar	Style
6	FashionComposer: Compositional Fashion Image Generation	Sihui Ji, Yiyang Wang, Xi Chen, Xiaogang Xu, Hao Luo, Hengshuang Zhao	Try-on

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	Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-Identification	Zhiqi Pang · Junjie Wang · Lingling Zhao · Chunyu Wang	clothing
3	K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs	Ziheng Ouyang · Zhen Li · Qibin Hou	style
4	Geometry in Style: 3D Stylization via Surface Normal Deformation	Nam Anh Dinh · Itai Lang · Hyunwoo Kim · Oded Stein · Rana Hanocka	style
5	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
6	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
7	SGSST: Scaling Gaussian Splatting Style Transfer	Bruno Galerne · Jianling WANG · Lara Raad · Jean-michel Morel	style
8	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
9	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
10	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, embodied
11	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, try-on
12	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
13	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
14	StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer 🌟highlight	ruojun xu · Weijie Xi · Xiaodi Wang · Yongbo Mao · Zach Cheng	style transfer
15	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 geneartion, editing, sewing pattern
16	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
17	AIpparel: A Large Multimodal Generative Model for Digital Garments 🌟highlight	Kiyohiro Nakayama · Jan Ackermann · Timur Levent Kesdogan · Yang Zheng · Maria Korosteleva · Olga Sorkine-Hornung · Leonidas Guibas · Guandao Yang · Gordon Wetzstein	garment
18	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
19	DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single Image	Hyeongjin Nam · Donghwan Kim · Jeongtaek Oh · Kyoung Mu Lee	cloth + body reconstruction
20	PGC: Physics-Based Gaussian Cloth from a Single Pose 🌟highlight	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 reconstruction, simulation
21	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
22	Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise Scheduling	Nannan Li · Kevin Shih · Bryan A. Plummer	try-on
23	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, 3D reconstruction
24	BootComp: Controllable Human Image Generation with Personalized Multi-Garments	Yisol Choi · Sangkyung Kwak · Sihyun Yu · Hyungwon Choi · Jinwoo Shin	garment, controllable image generation
25	SimAvatar: Simulation-Ready Avatars with Layered Hair and Clothing	Xueting Li, Ye Yuan, Shalini De Mello, Gilles Daviet, Jonathan Leaf, Miles Macklin, Jan Kautz, Umar Iqbal	clothing

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},
  journal    = {ACM Trans. Intell. Syst. Technol.},
  year       = {2025},
  volume     = {16},
  number     = {4},
  articleno  = {74},
  numpages   = {73},
  month      = jun,
  issue_date = {August 2025},
  publisher  = {Association for Computing Machinery},
  address    = {New York, NY, USA},
  issn       = {2157-6904},
  doi        = {10.1145/3718098},
  url        = {https://doi.org/10.1145/3718098}
}

⚙Metrics

Here we only provide the fashion-centric metrics.

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

📊Data

Only dataset links that returned valid 2xx/3xx HTTP responses during verification are included.

Multi-modal[Text-Image]

Name	Benchmark	Publication	Task	Scale / Note	Link
Fashion-200K	Table 3. Benchmarks for Fashion VLP Models	ICCV 2017	Category retrieval, text-image retrieval	200K fashion images with short product descriptions.	dataset
FashionIQ	Table 3. Benchmarks for Fashion VLP Models	CVPR 2021	Text-guided image retrieval	77,684 images across dresses, shirts, and tops with natural-language feedback.	dataset

Image

Name	Benchmark	Publication	Task	Scale / Note	Link
Extended DeepFashion	Table 6. Benchmarks for Fashion Image Generation	ICCV 2017 / CGF 2018	Image generation, redressing	Upper-body DeepFashion images with text descriptions and body annotations.	dataset
FashionTex	Table 6. Benchmarks for Fashion Image Generation	SIGGRAPH 2023	Fashion image generation	Processed DeepFashion-MultiModal resource used for generation benchmarks.	dataset
Polyvore	Table 6. Benchmarks for Fashion Image Generation	ACM MM 2017	Outfit generation, compatibility	Fashion items and outfits frequently reused for generation benchmarks.	dataset
DiFashion	Table 6. Benchmarks for Fashion Image Generation	SIGIR 2024	Generative outfit recommendation	Benchmark setting built around personalized outfit generation.	dataset
iFashion	Table 6. Benchmarks for Fashion Image Generation	KDD 2019	Outfit recommendation, generation	Pre-defined outfits, fashion items, and user click behaviors.	dataset
Polyvore-U	Table 6. Benchmarks for Fashion Image Generation	CVPR 2019	Outfit recommendation, generation	Polyvore subsets with user-specific outfit/item data.	dataset
Dress Code	Table 7. Benchmarks for Fashion Image Editing	ECCV 2022	Fashion editing, virtual try-on	Garment/person pairs with keypoints, segmentations, and DensePose.	dataset
DFMM-Spotlight	Table 7. Benchmarks for Fashion Image Editing	AAAI 2024	Local fashion editing	Region prompts and masks for tops, pants, outerwear, dresses, and accessories.	dataset
VITON	Table 8. Benchmarks for Image-Based Try-On	CVPR 2018	Image-based virtual try-on	Frontal-view female model and upper-body clothing image pairs.	dataset
FashionTryOn	Table 8. Benchmarks for Image-Based Try-On	ACM MM 2019	Pose-aware virtual try-on	Triplets with clothing images and two human images in different poses.	dataset
SAL-HG	Table 8. Benchmarks for Image-Based Try-On	CVPR 2023	Human-garment landmark benchmark	Re-annotated VITON/VITON-HD/DressCode images with landmarks and visibility attributes.	dataset
SHHQ-1.0	Table 8. Benchmarks for Image-Based Try-On	ECCV 2022	Full-body try-on, human parsing	High-quality full-body images with segmentation masks, parsing labels, and 2D keypoints.	dataset
UPT	Table 8. Benchmarks for Image-Based Try-On	NeurIPS 2021	On-body garment try-on	Half-body and full-body front-view person images with diverse garment types.	dataset
VITON-HD	Table 8. Benchmarks for Image-Based Try-On	CVPR 2021	High-resolution virtual try-on	13,679 high-resolution frontal-view woman and upper-body clothing pairs.	dataset
MMDGarment	Latest Fashion-Related Papers	ICCV 2025	Flat sketch to realistic garment image generation	20,151 garment samples with photos, close-ups, text annotations, and professional flat sketches; part of the dataset is released under access restrictions.	dataset
LAION-Garment	Latest Fashion-Related Papers	ICCV 2025	Versatile image-based virtual try-on	Hugging Face image-text dataset with 84K rows across upper-body, lower-body, and whole-body garment categories.	dataset
Garments2Look	Latest Fashion-Related Papers	CVPR 2026	Outfit-level virtual try-on	80K many-garments-to-one-look pairs with 3-12 reference garments, 40 major categories, and 300+ fine-grained subcategories.	dataset
VRF	Latest Fashion-Related Papers	CVPR 2026	Person-to-person virtual try-on with visual references	Hugging Face WebDataset with image/text modalities; 83.8K viewer rows and 657K estimated rows.	dataset

3D

Name	Benchmark	Publication	Task	Scale / Note	Link
THuman-2.0	Table 10. Benchmarks for 3D Clothed Human Generation	CVPR 2021	3D clothed human generation	Human scans rendered from 60 views with SMPL-X annotations.	dataset
BUFF	Table 10. Benchmarks for 3D Clothed Human Generation	CVPR 2017	3D clothed human generation	Textured scans and SMPL sequences of six subjects with six outfits.	dataset
DeepCap	Table 10. Benchmarks for 3D Clothed Human Generation	CVPR 2020	3D human capture	In-the-wild clothed-human motion sequences with SMPL-style assets.	dataset
DynaCap	Table 10. Benchmarks for 3D Clothed Human Generation	SIGGRAPH 2021	Dynamic 3D human capture	Multi-camera sequences of subjects in several apparel types and motions.	dataset
MonoPerfCap	Table 10. Benchmarks for 3D Clothed Human Generation	TOG 2018	Monocular performance capture	Indoor/outdoor action sequences with varied subject clothing.	dataset
LifeScans	Table 10. Benchmarks for 3D Clothed Human Generation	CVPR 2019	3D clothed human scans	Static clothed-human scans with SMPL+D-style registration.	dataset
RenderPeople	Table 10. Benchmarks for 3D Clothed Human Generation	-	3D human assets	Commercial 4D people assets used as clothed-human resources.	dataset
AXYZ	Table 10. Benchmarks for 3D Clothed Human Generation	-	3D human assets	Commercial 3D people assets referenced as clothed-human resources.	dataset
Digital Wardrobe	Table 12. Benchmarks for 3D Garment Generation	ICCV 2019	3D garment generation	Registered 3D scans with SMPL body and garment segmentation labels.	dataset
Deep Fashion3D	Table 12. Benchmarks for 3D Garment Generation	ECCV 2020	3D garment reconstruction	563 garment items with feature lines, body poses, multiview images, and textures.	dataset
GarVerse-LOD	Table 12. Benchmarks for 3D Garment Generation	SIGGRAPH Asia 2024	3D garment generation	Hierarchical garment dataset with multiple levels of detail.	dataset
Wang et al.	Table 13. Benchmarks for Sewing Pattern Generation	SIGGRAPH Asia 2018	Sewing pattern generation	2D sketches, garment/body parameters, and draped 3D garment shapes.	dataset
Korosteleva and Lee	Table 13. Benchmarks for Sewing Pattern Generation	NeurIPS 2021	Sewing pattern generation	Garment design variations draped over bodies with 3D models and segmentation labels.	dataset
SewFactory	Table 13. Benchmarks for Sewing Pattern Generation	SIGGRAPH Asia 2023	Sewing pattern generation	Paired images, human pose/shape, DensePose, sewing patterns, garment meshes, depth, and normals.	dataset
GarmentCodeData	Table 13. Benchmarks for Sewing Pattern Generation	ECCV 2024	Sewing pattern generation	Large synthetic garment set with sewing patterns, draped meshes, UV maps, and measurements.	dataset
MPV-3D	4.4.2 Benchmark Datasets	ICCV 2021	3D virtual try-on	Person-clothes image pairs with associated depth maps for 3D try-on.	dataset
AMASS	4.4.2 Benchmark Datasets	ICCV 2019	3D body motion for try-on	Body meshes and motion data used with garment datasets for collision evaluation.	dataset
TailorNet	4.4.2 Benchmark Datasets	CVPR 2020	3D garments for try-on	Garment assets paired with body meshes for body-garment collision evaluation.	dataset
ReWeaver-GCD-TS	Latest Fashion-Related Papers	CVPR 2026	Topology-accurate garment reconstruction	100K+ synthetic samples with multi-view RGB images, 3D garment geometries, textured human body meshes, and annotated sewing patterns.	dataset
GarmageSet	Latest Fashion-Related Papers	SIGGRAPH Asia 2025	Generic 3D garment modeling	14,801 professionally curated garments spanning major clothing categories with detailed structural and style annotations.	dataset
GCD-MM	Latest Fashion-Related Papers	CVPR 2025	Multimodal digital garment generation	GarmentCodeData-Multimodal annotations for 120K+ garments with text, images, sewing patterns, and editing instructions.	dataset

Dynamic[Video/3D Animation]

Name	Benchmark	Publication	Task	Scale / Note	Link
ReSynth	Table 14. Benchmarks for 3D Clothed Human Animation	ICCV 2021	Clothed human animation	Pose-dependent clothing deformation over varied outfits and poses.	dataset
ClothSeq	Table 14. Benchmarks for 3D Clothed Human Animation	ICCV 2021	Loose-clothing animation	Subjects wearing loose clothes with sequences of 500-750 frames.	dataset
THuman-CloSET	Table 14. Benchmarks for 3D Clothed Human Animation	CVPR 2023	Clothed human animation	Loose clothing, sparse poses, and challenging outfit categories.	dataset
AGORA	Table 14. Benchmarks for 3D Clothed Human Animation	CVPR 2021	Clothed human animation	High-resolution images with ground-truth 3D bodies in natural clothing and scenes.	dataset
VTO	Table 15. Benchmarks for 3D Garment Animation	CGF 2019	3D garment animation	Dressed character animations with diverse motions and body shapes.	dataset
VirtualBones	Table 15. Benchmarks for 3D Garment Animation	SIGGRAPH 2022	Garment animation	Garments driven by avatar motion under varied simulation parameters.	dataset
D-LAYERS	Table 15. Benchmarks for 3D Garment Animation	ICCV 2023	Multi-layer garment animation	Multi-layered garment dynamics with human motion and random wind.	dataset
CLOTH3D++	Table 15. Benchmarks for 3D Garment Animation	NeurIPS 2020 Competition Track	Garment dynamics	RGBA video sequences paired with 3D data for garment dynamics.	dataset
CLOTH4D	Table 15. Benchmarks for 3D Garment Animation	CVPR 2023	4D garment animation	100K+ clothed meshes, paired unclothed humans, and fashion-design-standard outfits.	dataset
4D-Dress	Table 15. Benchmarks for 3D Garment Animation	CVPR 2024	4D clothed human capture	64 outfits in 520 motion sequences with textured scans, SMPL-X, and garment meshes.	dataset
Sizer	Table 17. Benchmarks for Draping	ECCV 2020	Garment draping	100 subjects with clothing size variation and realistic cloth deformations.	dataset
CLOTH3D	Table 17. Benchmarks for Draping	ECCV 2020	Garment draping	Large-scale 3D clothing on posed SMPL bodies with varied topology and fabric.	dataset
UBC fashion video	Table 18. Benchmarks for Video-Based Virtual Try-On	BMVC 2019	Video-based virtual try-on	600 fashion videos with diverse clothing and high-resolution static-camera captures.	dataset
TikTok dataset	Table 18. Benchmarks for Video-Based Virtual Try-On	CVPR 2021	Video-based virtual try-on	Dance videos with human masks and UV coordinates.	dataset
Dance50k	Table 18. Benchmarks for Video-Based Virtual Try-On	CVPR 2022	Video generation, virtual try-on	50K dance videos with varied poses and garment types.	dataset
ViT-HD	Latest Fashion-Related Papers	CVPR 2026	High-definition video virtual try-on	15,070 high-quality video samples at 810x1080 resolution, covering 178 diverse garment styles.	dataset
MV-Fashion	Latest Fashion-Related Papers	CVPR 2026	Multi-view virtual try-on, size estimation, novel view synthesis	3,273 multi-view video sequences with 72.5M frames from 80 subjects and 474 outfit sets.	dataset
BarbieGait	Latest Fashion-Related Papers	CVPR 2026	Cloth-changing synthetic human gait recognition	Identity-consistent synthetic human dataset with versatile cloth-changing; access requires submitting the dataset agreement.	dataset

📝Papers

The following sections follow the taxonomy introduced in Generative AI in Fashion: Overview.

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
Computational Technologies for Fashion Recommendation: A Survey	ACM Comput. Surv.	paper	Fashion Recommendation	Hong Kong
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
Analytics Applications in Fashion Supply Chain Management—A Review of Literature and Practice	IEEE Trans Eng Manag	paper	Fashion Supply Chain	Germany

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
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
-	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
Look into Person	Look into Person: Joint Body Parsing & Pose Estimation Network and a New Benchmark	TPAMI 2019	paper	-	China
-	Surveillance Video Parsing With Single Frame Supervision	CVPR 2017	paper	-	China
-	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
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
-	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
-	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
-	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
-	Fashion Landmark Detection in the Wild	ECCV 2016	paper	-	Hong Kong

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
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
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
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
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
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
-	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
Garment Particles	Garment Particles: A 2D-3D Symmetric Garment Representation for Generation and Editing	SIGGRAPH 2026	paper	project	Japan, USA
Garment3DGen	Garment3DGen: 3D Garment Stylization and Texture Generation	3DV 2025	->	project	USA
En3D	En3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic Data	CVPR 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
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
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	ECCV 2024	paper	project	India
CLOTH4D	CLOTH4D: A Dataset for Clothed Human Reconstruction	CVPR 2023	->	project	Hong Kong
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
-	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