Cool-GenAI-Fashion-Papers

🕶️ 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

• 2026-11, Fashion-related papers in NeurIPS 2026 are updated.

• 2026-10, Fashion-related papers in SIGGRAPH Asia/NIPS 2026 are updated.

• 2026-08/09, Fashion-related papers in ECCV/SIGGRAPH Asia 2026 are updated.

• 2026-07, Fashion-related papers in ECCV 2026 are updated.

• 2026-06, Fashion-related papers in SIGGRAPH 2026 are updated.

• 2026-05, Fashion-related papers in CVPR/SIGGRAPH 2026 are updated.

• 2026-02, 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-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.

NeurIPS 2026-Fashion-Related-Papers

No	Title	Authors	Key words
1	DeformMaster: An Interactive Physics-Neural World Model for Deformable Objects from Videos	Can Li, Zhoujian Li, Ren Li, Jie Gu, Lei Lei, Jingmin Chen, Lei Sun	deformable objects, interactive world model, physics-neural simulation, cloth dynamics
2	ClothTransformer: Unified Latent-Space Transformers for Scalable Cloth Simulation	Yu Zhang, Yidi Shao, Wenqi Ouyang, Yushi Lan, Zhexin Liang, Chengrui Wu, Xudong Xu, Xingang Pan	cloth simulation, latent-space transformers, garment dynamics
3	DressWild: Feed-Forward Pose-Agnostic Garment Sewing Pattern Generation from In-the-Wild Images	Zeng Tao, Ying Jiang, Yunuo Chen, Tianyi Xie, Huamin Wang, Ying Nian Wu, Yin Yang, Abishek Sampath Kumar, Kenji Tashiro, Chenfanfu Jiang	sewing patterns, garment reconstruction, simulation-ready garments
4	FashionChameleon: Towards Real-Time and Interactive Human-Garment Video Customization	Quanjian Song, Yefeng Shen, Mengting Chen, Hao Sun, Jinsong Lan, Xiaoyong Zhu, Bo Zheng, Liujuan Cao	garment customization, video generation, interactive virtual try-on
5	CORAL: Correspondence Alignment for Improved Virtual Try-On	Jiyoung Kim, Youngjin Shin, Siyoon Jin, Dahyun Chung, Jisu Nam, Tongmin Kim, Jongjae Park, Hyeonwoo Kang, Seungryong Kim	virtual try-on, person-garment correspondence, diffusion transformer
6	OpenVTON-Bench: A Large-Scale High-Resolution Benchmark for Controllable Virtual Try-On Evaluation	Jin Li, Tao Chen, Kai Wen, Siqi Yin, Shuai Jiang, Weijie Wang, Jingwen Luo, Chenhui Wu	virtual try-on, high-resolution benchmark, evaluation
7	VTBench: Disentangled and Human-Aligned Evaluation for Image-Based Virtual Try-on	Donghao Luo, Yujie Liang, Caoshuo Li, Xiaobin Hu, Zuxuan Wu, Yanwei Fu	virtual try-on, benchmark, human-aligned evaluation
8	DetailAnywhere: Fashion Detail Generation via Cross-Modal Feature Alignment Distillation	Zijun Li, Yimin Zhou, Jia Sun, Honglie Wang, Pengcheng Wei, Junlong Wu, Yongrui Heng, Jiyuan Wang, Huan Ouyang, Boheng Zhang, Huaiqing Wang, Dewen Fan, Qianqian Gan, Fan Yang, Tingting Gao	fashion detail generation, garment texture, e-commerce benchmark
9	FitVTON: Fit-aware Virtual Try-On via Body-Garment Size Control	Yiqun Ning, Ao Shen, Chenhang He, Lei Zhang	virtual try-on, fit-aware control, garment-body size, fitting fidelity
10	InstructVVT: Instruction-Driven Video Virtual Try-On without Auxiliary Spatial Priors	Dingbao Shao, Song Wu, Xinyu Chen, Qian Wang, Jiahang Li, Kuai Jiang, Jiang Lin, Yuhang Liu, Ziyu Chen, Duo Li, Jiaxin Hu, Shengrong Gu, Ziheng Tang, Rongrong Liu, Yanlun Peng, Liang Li, Junlan Feng, Lujia Jin, Ting Zhang, Jian Yang, Zili Yi	video virtual try-on, instruction-driven editing, garment conditioning, diffusion transformer

SIGGRAPH Asia 2026-Fashion-Related-Papers

No	Title	Authors	Key words
1	OmniFabric: Coherent UV Space Texture Synthesis for 3D Garment Reconstruction	Ding-Jiun Huang, Yuanhao Wang, Cheng Zhang, Hugo Bertiche, Alexandru-Eugen Ichim, Thabo Beeler, Fernando De la Torre	3D garment reconstruction, UV texture synthesis, garment texture
2	HyperBones: Realtime Bone-driven Neural Garment Simulation with Hypernetwork Conditioning	Astitva Srivastava, Hsiao-Yu Chen, Ryan Goldade, Philipp Herholz, Zhongshi Jiang, Gene Wei-Chin Lin, Lingchen Yang, Nikolaos Sarafianos, Tuur Stuyck, Doug Roble, Avinash Sharma, Egor Larionov	garment simulation, neural garment dynamics, cloth animation
3	Learnable Persistent Wrinkle Formation in Cloth Simulation	Deshan Gong, Ningtao Mao, Xiaoyuan Yang, Xinyu Lu, He Wang, Taku Komura	cloth simulation, persistent wrinkles, fabric dataset, differentiable simulation

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	OrthoTailor: Geometric Orthogonalization for Conflict-Free Unified Fashion Generation	Zhaotong Yang, Ying Tai, Jiahui Zhan, Yu Zheng, Jianjun Qian, Jian Yang	fashion generation, virtual try-on, garment reconstruction
5	DiffGI: Differentiable Geometry Images for High-Fidelity Thin-Shell 3D Generation	Eungjune Shim, Hansol Lee, Eunjung Ju	garment, thin-shell 3D generation, geometry images
6	PhysDrape: Learning Explicit Forces and Collision Constraints for Physically Realistic Garment Draping	Minghai Chen, Mingyuan Liu, Ning Ma, Jianqing Li, Yuxiang Huan	garment draping, cloth simulation, collision constraints
7	Dress-ED: Instruction-Guided Editing for Virtual Try-On and Try-Off	Fulvio Sanguigni, Davide Lobba, Bin Ren, Marcella Cornia, Nicu Sebe, Rita Cucchiara	virtual try-on, try-off, instruction-guided editing
8	Stitched Embeddings: A Unified Latent Space for 3D Garments and 2D Patterns	Andrea Sanchietti, Riccardo Marin, Bharat Lal Bhatnagar, Yuanlu Xu, Gerard Pons-Moll	3D garments, sewing patterns, latent space
9	TripVVT: A Large-Scale Triplet Dataset and a Coarse-Mask Baseline for In-the-Wild Video Virtual Try-On	Dingbao Shao, Song Wu, Shenyi Wang, Ye Wang, Ziheng Tang, Fei Liu, Jiang Lin, Xinyu Chen, Qian Wang, Ying Tai, Jian Yang, Zili Yi	video virtual try-on, triplet dataset, fashion
10	FDM-MFVT: Few-step Sampling Diffusion Model for Mask-Free Virtual Try-On	Jiaxin Liu, Xiaoye Liang, Lai Jiang, Mai Xu, Jun Liu	virtual try-on, diffusion models, mask-free try-on
11	TryOnCrafter: Unleashing Camera Trajectories for Realistic Video Virtual Try-on via a Renderable 4D Try-on Proxy	Hao Sun, Hao Yan, Mengting Chen, Quanjian Song, Yu Li, Juan Cao, Jinsong Lan, Xiaoyong Zhu, Bo Zheng, Sheng Tang	video virtual try-on, 4D try-on proxy, camera-controllable VVT
12	H-Adapter: Pose-Robust Hairstyle Transfer via Attention-Derived, Source-Aligned Hair Masks	Seulgi Jeong, Yunseong Cho, Sanghun Park	hairstyle transfer, diffusion models, pose-robust editing
13	Layering Virtual Try On	Chun Feng, Bowei Chen, Mengyi Shan, Ira Kemelmacher-Shlizerman	virtual try-on, garment layering, fashion editing
14	Pro-Pose: Unpaired Full-Body Portrait Synthesis via Canonical UV Maps	Sandeep Mishra, Yasamin Jafarian, Andreas Lugmayr, Yingwei Li, Varsha Ramakrishnan, Srivatsan Varadharajan, Alan C. Bovik, Ira Kemelmacher-Shlizerman	virtual try-on, full-body portrait synthesis, canonical UV maps
15	Reference-Free Image Quality Assessment for Virtual Try-On via Human Feedback	Yuki Hirakawa, Takashi Wada, Ryotaro Shimizu, Takuya Furusawa, Yuki Saito, Ryosuke Araki, Tianwei Chen, Fan Mo, Yoshimitsu Aoki	virtual try-on, image quality assessment, human feedback
16	DynHair: Head Avatars with Dynamic Explicit Hair	Vanessa Sklyarova, Haonan Chen, Berna Kabadayi, Tobias Kirschstein, Zicong Fan, Xi Wang, Gerard Pons-Moll, Matthias Nießner, Marc Pollefeys, Michael J. Black, Justus Thies	hairstyle, dynamic hair, head avatars
17	When Rubrics Fail: Error Enumeration as Reward in Reference-Free RL Post-Training for Virtual Try-On	Wisdom Ikezogwo, Mehmet Saygin Seyfioglu, Ranjay Krishna, Karim Bouyarmane	virtual try-on, reference-free RL post-training, reward modeling
18	NeuralGarSim: Geometry-agnostic Garment Simulation with Neural Fields	Arihant Gaur, Navami Kairanda, Christian Theobalt, Vladislav Golyanik	garment simulation, neural fields, cloth dynamics
19	WearWow: Native 2K Multi-Garment Virtual Try-On via Adaptive Token Packing and Preference Alignment	Xujie Zhang, Runyan Du, Song Chang, Jiang Li, Dongliang Shao, Liping Wu, Luo Wei, Xiaochao Qu, Luoqi Liu, Xiaodan Liang	virtual try-on, multi-garment try-on, preference alignment
20	VTEdit-Bench: A Comprehensive Benchmark for Multi-Reference Image Editing Models in Virtual Try-On	Xiaoye Liang, Zhiyuan Qu, Mingye Zou, Jiaxin Liu, Lai Jiang, Mai Xu, Yiheng Zhu	virtual try-on, image editing benchmark, multi-reference editing
21	DSAR: Dual-Stream Autoregressive Modeling of Temporal Cloth Dynamics for Photorealistic Animatable Avatars	Haozhong Xiong, Yu Yao, Yu Zhou, Sidan Du	cloth dynamics, animatable avatars, autoregressive modeling
22	HairWeaver: Few-Shot Photorealistic Hair Motion Synthesis with Sim-to-Real Guided Video Diffusion	Di Chang, Ji Hou, Aljaž Božič, Assaf Neuberger, Felix Juefei-Xu, Olivier Maury, Gene Lin, Tuur Stuyck, Doug Roble, Mohammad Soleymani, Stéphane Grabli	hair motion synthesis, video diffusion, sim-to-real
23	ControlHair: Synergizing Physics Simulator and Video Diffusion for Controllable Dynamic Hair Rendering	Weikai Lin, Haoxiang Li, Yuhao Zhu	dynamic hair rendering, video diffusion, physics simulation
24	HairOrbit: Multi-view Aware 3D Hair Modeling from Single Portraits	Leyang Jin, Yujian Zheng, Bingkui Tong, Yuda Qiu, Zhenyu Xie, Hao Li	3D hair modeling, multi-view modeling, single portrait
25	Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer	Bo Wei, Xianhui Lin, Yi Dong, Zhongzhong Li, Zonghui Li, Zirui Wang, Jiachen Yang, Xing Liu, Hong Gu, Xiaoming Li, Wangmeng Zuo	makeup transfer, image editing, diffusion models
26	MagicMakeup: A Region-Controllable Diffusion Transformer for High-Fidelity Makeup-Transfer	Ziyi Wang, Siming Zheng, Yang Yang, Shusong Xu, Hao Zhang, Bo Li, Changqing Zou, Peng-Tao Jiang	makeup transfer, diffusion transformer, region-controllable editing
27	Fabric Image Demoiréing Benchmark from Synthesis to Restoration	Pengchao Wei, Xiaojie Guo	fabric demoiréing, textile restoration, benchmark
28	OmniFit: Multi-modal 3D Body Fitting via Scale-agnostic Dense Landmark Prediction	Zeyu Cai, Yuliang Xiu, Renke Wang, Zhijing Shao, Xiaoben Li, Siyuan Yu, Chao Xu, Yang Liu, Baigui Sun, Jian Yang, Zhenyu Zhang	clothed human, body fitting, dense landmark prediction
29	ETCH-X: Robustify Expressive Body Fitting to Clothed Humans with Composable Synthetic Data	Xiaoben Li, Jingyi Wu, Zeyu Cai, Siyuan Yu, Boqian Li, Yuliang Xiu	clothed human, body fitting, synthetic garments
30	DiGS-Avatar: Single-Image Animatable 3D Human Reconstruction via UV-Space Diffusion	Jiakun Li, Li Fang, Hao Zhu, Fei Hu, Long Ye, Yuan Zhang, Jinyao Yan	animatable avatar, 3D human reconstruction, UV-space diffusion
31	PartCHOI: Part-Aware Guidance for Clothed Human-Object Interaction Generation	Mingwen Shao, Xinyuan Chen, Qiao Zhang, Xiang Lv, Lingzhuang Meng, Qinglin Zhan, Chang Liu, Chao Dong	clothed human, human-object interaction, part-aware guidance
32	Monocular Avatar Reconstruction via Cascaded Diffusion Priors and UV-Space Differentiable Shading	Hong Li, Minqi Meng, Yanjun Liang, Chongjie Ye, Houyuan Chen, Weiqing Xiao, Xianda Guo, Guojun Lei, Xuhui Liu, Chaojie Yang, Yanlun Peng, Hao Zhao, Baochang Zhang	avatar reconstruction, UV-space diffusion, PBR materials
33	SIM1: Physics-Aligned Simulator as Zero-Shot Data Scaler in Deformable Worlds	Yunsong Zhou, Hangxu Liu, Xuekun Jiang, Xing Shen,Yuanzhen Zhou, Hui Wang, Baole Fang, Yang Tian, Mulin Yu, Qiaojun Yu,Li Ma, Hengjie Li, Hanqing Wang, Jia Zeng and Jiangmiao Pang	cloth manipulation, garment simulation, cloth simulation

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
12	High-Fidelity 4D Cloth Capture Pipeline with a Two-Level Pattern	Anka H. Chen, Shu Chen, Jenny Han Lin, Ziheng Liu	cloth capture, 4D cloth, garment pipeline
13	Surface Power Diagrams for Knit Singularity Placement	Rahul Mitra, Mattéo Couplet, Ruichen Liu, Jonathan Ng, Ruza Markov, William Batara Jeremiah Samosir, Megan Hofmann, Edward Chien	knit, textile, geometry processing
14	Interactive Yarn-level Knitwear with Nested Douglas-Rachford Splitting	Chun Yuan, Zixuan Lu, Haoyang Shi, Dewen Guo, Huamin Wang, Chenfanfu Jiang, Zherong Pan, Kui Wu, Yin Yang	knitwear, yarn-level simulation, textile

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

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