wendashi/Cool-GenAI-Fashion-Papers

[ACM TIST 2025] GenAI in Fashion: Overview, also includes 🔥latest papers, ⚙️metrics, 👀workshops, 🚀companies & products, ...)

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dl.acm.org/doi/10.1145/3718098
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README

🕶️ Cool-GenAI-Fashion-Papers

Cool Maintenance PR's Welcome visitors

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
  • 2026-7, Fashion-related papers in ECCV 2026 are updated.

  • 2026-6, Fashion-related papers in SIGGRAPH 2026 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-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) ⬅️ Overview of GenAI in fashion

Table Of Content

Labels: 🏅best / 🏆oral / 🌟highlight.

ECCV 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1Re-CatVTON: Rethinking Garment Conditioning in Diffusion-based Virtual Try-OnKihyun Na, Jinyoung Choi, Injung Kimvirtual try-on, garment conditioning, diffusion models
2FitControler: Toward Fit-Aware Virtual Try-OnLu Yang, Yicheng Liu, Yanan Li, Xiang Bai, Hao Luvirtual try-on, fit-aware control, garment fit
3Self-supervised Garment Dynamics with Persistent WrinklesXiaoyuan Yang, Deshan Gong, Taku Komura, He Wanggarment dynamics, persistent wrinkles, cloth simulation
4OrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion GenerationZhaotong Yang, Ying Tai, Jiahui Zhan, Yu Zheng, Jianjun Qian, Jian Yangfashion generation, virtual try-on, garment reconstruction
5DiffGI: Differentiable Geometry Images for High-Fidelity Thin-Shell 3D GenerationEungjune Shim, Hansol Lee, Eunjung Jugarment, thin-shell 3D generation, geometry images
6PhysDrape: Learning Explicit Forces and Collision Constraints for Physically Realistic Garment DrapingMinghai Chen, Mingyuan Liu, Ning Ma, Jianqing Li, Yuxiang Huangarment draping, cloth simulation, collision constraints
7Dress-ED: Instruction-Guided Editing for Virtual Try-On and Try-OffFulvio Sanguigni, Davide Lobba, Bin Ren, Marcella Cornia, Nicu Sebe, Rita Cucchiaravirtual try-on, try-off, instruction-guided editing
8Stitched Embeddings: A Unified Latent Space for 3D Garments and 2D PatternsAndrea Sanchietti, Riccardo Marin, Bharat Lal Bhatnagar, Yuanlu Xu, Gerard Pons-Moll3D garments, sewing patterns, latent space
9TripVVT: A Large-Scale Triplet Dataset and a Coarse-Mask Baseline for In-the-Wild Video Virtual Try-OnDingbao Shao, Song Wu, Shenyi Wang, Ye Wang, Ziheng Tang, Fei Liu, Jiang Lin, Xinyu Chen, Qian Wang, Ying Tai, Jian Yang, Zili Yivideo virtual try-on, triplet dataset, fashion
10FDM-MFVT: Few-step Sampling Diffusion Model for Mask-Free Virtual Try-OnJiaxin Liu, Xiaoye Liang, Lai Jiang, Mai Xu, Jun Liuvirtual try-on, diffusion models, mask-free try-on
11TryOnCrafter: Unleashing Camera Trajectories for Realistic Video Virtual Try-on via a Renderable 4D Try-on ProxyHao Sun, Hao Yan, Mengting Chen, Quanjian Song, Yu Li, Juan Cao, Jinsong Lan, Xiaoyong Zhu, Bo Zheng, Sheng Tangvideo virtual try-on, 4D try-on proxy, camera-controllable VVT
12H-Adapter: Pose-Robust Hairstyle Transfer via Attention-Derived, Source-Aligned Hair MasksSeulgi Jeong, Yunseong Cho, Sanghun Parkhairstyle transfer, diffusion models, pose-robust editing
13Layering Virtual Try OnChun Feng, Bowei Chen, Mengyi Shan, Ira Kemelmacher-Shlizermanvirtual try-on, garment layering, fashion editing
14Pro-Pose: Unpaired Full-Body Portrait Synthesis via Canonical UV MapsSandeep Mishra, Yasamin Jafarian, Andreas Lugmayr, Yingwei Li, Varsha Ramakrishnan, Srivatsan Varadharajan, Alan C. Bovik, Ira Kemelmacher-Shlizermanvirtual try-on, full-body portrait synthesis, canonical UV maps
15Reference-Free Image Quality Assessment for Virtual Try-On via Human FeedbackYuki Hirakawa, Takashi Wada, Ryotaro Shimizu, Takuya Furusawa, Yuki Saito, Ryosuke Araki, Tianwei Chen, Fan Mo, Yoshimitsu Aokivirtual try-on, image quality assessment, human feedback
16DynHair: Head Avatars with Dynamic Explicit HairVanessa Sklyarova, Haonan Chen, Berna Kabadayi, Tobias Kirschstein, Zicong Fan, Xi Wang, Gerard Pons-Moll, Matthias Nießner, Marc Pollefeys, Michael J. Black, Justus Thieshairstyle, dynamic hair, head avatars
SIGGRAPH 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1ControlTile: Controllable Texture Tiling with Transformed RoPE-Enhanced Diffusion ModelsJunrong HUANG · Zhiyuan ZHANG · Tang RUI · Hongbo FU · Jing LIAO*texture, textile, pattern design
2Efficient B-Spline Finite Elements for Cloth SimulationYuqi Meng, Yihao Shi, Kemeng Huang, Zixuan Lu, Ning Guo, Taku Komura, Yin Yang, Minchen Licloth, simulation, finite elements
3HairPort: 3D-aware Hairstyle TransferA. Heidari, A. Alimohammadi, W. Michel Pinto Lira, A. Bar-Lev, and A. Mahdavi-Amirihairstyle, 3D reconstruction, diffusion models
4Garment Particles: A 2D-3D Symmetric Garment Representation for Generation and EditingKiyohiro Nakayama, I-chao Shen, Ruofan Liu, Yiming Wang, Gordon Wetzstein, Takeo Igarashigarment generation, garment editing, 2D-3D representation
5LoBoFit: Flexible Garment Refitting via Local Bone Mapping BlendingMeng Zhang, Yu Xin, Feiya Guo, Kaizhang Kang, Mengyu Chu, Ruizhen Hugarment refitting, local bone mapping
6Learning Sewing Patterns via Latent Flow Matching of Implicit FieldsCong Cao, Ren Li, Corentin Dumery, Hao Lisewing pattern, latent flow matching, implicit fields
7PatternGSL: A Structured Specification Language for Template-Free and Simulation-Ready 3D GarmentsZhenyang Li, Lutao Jiang, Yizhou Zhao, Weikai Chen, Ying-Cong Chen, Xin Wang, Yifan Penggarment, sewing pattern, simulation-ready
8Learned Universal Interoperable Virtual Try-ONCong Cao, Xianhang Cheng, Jingyuan Liu, Yujian Zheng, Zhenhui Lin, Ren Li, Meriem Chkir, Hao Livirtual try-on, garment interoperability, geometry
9FIT: A Large-Scale Dataset for Fit-Aware Virtual Try-OnYuanhao Wang, Johanna Karras, Yingwei Li, Ira Kemelmacher-Shlizermanvirtual try-on, dataset, fit-aware
10FabricTryOn: Taming Image Editing Models for Garment Re-TexturingJun Ma, Qian He, Gaofeng He, Huang Chen, Chen Liu, Xiaogang Jin, Yin Yang, Huamin Wangvirtual try-on, garment re-texturing, image editing
11HumanFlow: Controllable Human Image Generation via Flow MatchingWenzhuo Fan, Hongsheng Zheng, Jianchi Sun, Fei Fang, Hong Ding, Chunxia Xiaohuman image generation, flow matching, virtual try-on
12High-Fidelity 4D Cloth Capture Pipeline with a Two-Level PatternAnka H. Chen, Shu Chen, Jenny Han Lin, Ziheng Liucloth capture, 4D cloth, garment pipeline
13Surface Power Diagrams for Knit Singularity PlacementRahul Mitra, Mattéo Couplet, Ruichen Liu, Jonathan Ng, Ruza Markov, William Batara Jeremiah Samosir, Megan Hofmann, Edward Chienknit, textile, geometry processing
14Interactive Yarn-level Knitwear with Nested Douglas-Rachford SplittingChun Yuan, Zixuan Lu, Haoyang Shi, Dewen Guo, Huamin Wang, Chenfanfu Jiang, Zherong Pan, Kui Wu, Yin Yangknitwear, yarn-level simulation, textile
CVPR 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1GraspALL: Adaptive Structural Compensation from Luminance Variation for Robotic Garment Grasping in Any Low-Light Conditions 🌟highlightHaifeng 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 Gaogarment
2NI-Tex: Non-isometric Image-based Garment Texture Generation 🌟highlightHui Shan, Ming Li, Haitao Yang, Kai Zheng, Sizhe Zheng, Yanwei Fu, Xiangru Huanggarment
3SwiftTailor: Efficient 3D Garment Generation with Geometry Image Representation 🌟highlightPhuc Pham, Uy Tran, Binh-Son Hua, Phong Nguyengarment
4Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and AccessoriesJunyao Hu, Zhongwei Cheng, Waikeung Wong, Xingxing Zougarment, cloth, try-on
5ReWeaver: Towards Simulation-Ready and Topology-Accurate Garment ReconstructionMing Li, Hui Shan, Kai Zheng, Chentao Shen, Siyu Liu, Yanwei Fu, Zhen Chen, Xiangru Huanggarment, clothed human
6FEAT: Fashion Editing and Try-On from Any Design 🌟highlightSoye Kwon, Keonyoung Lee, Dahuin Jung, Jaekoo Leefashion, try-on
7MOFA-VTON: More Fashion Possibilities with Fine-Grained Adaptations in Virtual Try-On 🌟highlightXiaoyu Han, Chenyang Wang, Jing Wang, Shunyuan Zheng, Quanling Meng, Shengping Zhangfashion, try-on
8MV-Fashion: Towards Enabling Virtual Try-On and Size Estimation with Multi-View Paired Data 🌟highlightHunor Laczko, Libang Jia, Phat Truong, Diego Hernández, Sergio Escalera, Jordi Gonzàlez, Meysam Madadifashion, try-on
9Clothe and PoseNakul Sharma, Aayush Bansal, Minh Vocloth
10Physical Adversarial Clothing Evades Visible-Thermal Detectors via Non-Overlapping RGB-T PatternXiaopei Zhu, Guanning Zeng, Zhanhao Hu, Jun Zhu, Xiaolin Hucloth
11BarbieGait: An Identity-Consistent Synthetic Human Dataset with Versatile Cloth-Changing for Gait RecognitionQingyuan Cai, Saihui Hou, Xuecai Hu, Yongzhen Huangcloth, clothed human
12Zero-Shot Reconstruction of Animatable 3D Avatars with Cloth Dynamics from a Single ImageJoohyun Kwon, Geonhee Sim, Gyeongsik Mooncloth, clothed human
13RefTON: Person-to-Person Virtual Try-On with Unpaired Visual ReferencesLiuzhuozheng Li, Yue Gong, Shanyuan Liu, Zanyi Wang, Dengyang Jiang, Liebucha Wu, Bo Cheng, Yuhang Ma, Dawei Leng, Yuhui Yinclothed human, try-on
14Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervision 🌟highlightHyunsoo Cha, Wonjung Woo, Byungjun Kim, Hanbyul Jooclothed human, try-on
15High-Fidelity Virtual Try-On beyond Paired Data Scarcity via Diffusion-based Cycle-Consistent LearningJia Wu, Yijing Dai, Tingfeng Cao, Meiling Wu, Tao Luo, Jian Dong Zhang, Guangming Lu, Xiaoyi Zengtry-on
16Mobile-VTON: High-Fidelity On-Device Virtual Try-OnZhenchen Wan, Ce Chen, Runqi Lin, Jiaxin Huang, Tianxi Chen, Yanwu Xu, Tongliang Liu, Mingming Gongtry-on
17PG-VTON: Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference AlignmentGuohao Zhao, Yuxin Pengtry-on
18PROMO: Promptable Outfitting for Efficient High-Fidelity Virtual Try-OnHaohua Chen, Tianze Zhou, Wei Zhu, Runqi Wang, Yandong Guan, Dejia Song, Yibo Chen, Xu Tang, Yao Hu, Lu Sheng, Zhiyong Wutry-on
19The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details InjectionQingdong He, Xueqin Chen, Yanjie Pan, Peng Tang, Pengcheng Xu, Zhenye Gan, Chengjie Wang, Xiaobin Hu, Jiangning Zhang, Yabiao Wangtry-on
20AvatarMix: Identity-Preserving Cross-Avatar Composition for Outfit PersonalizationZhaorong Wang, Yoshihiro Kanamori, Yuki Endooutfit personalization, clothed avatar, garment transfer
21One Model for All: Unified Try-On and Try-Off in Any Pose via LLM-Inspired Bidirectional Tweedie DiffusionJinxi Liu, Zijian He, Guangrun Wang, Guanbin Li, Liang Linvirtual try-on, try-off, diffusion models
22Eevee: Towards Close-up High-resolution Video-based Virtual Try-onJianhao Zeng, Yancheng Bai, Ruidong Chen, Xuanpu Zhang, Lei Sun, Dongyang Jin, Ryan Xu, Nannan Zhang, Dan Song, Xiangxiang Chuvideo virtual try-on, garment consistency, dataset
23Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal ConditionYu He, Ting Zhu, Yichun Liu, Lichen Ma, Xinyuan Shan, Jingling Fu, Yu Shi, Junshi Huang, Yan Lifashion dataset, outfit generation, multimodal condition
24FIRE-CIR: Fine-grained Reasoning for Composed Fashion Image RetrievalFrançois Gardères, Camille-Sovanneary Gauthier, Jean Ponce, Shizhe Chenfashion retrieval, composed image retrieval, reasoning
25Thermally Activated Dual-Modal Adversarial Clothing against AI Surveillance SystemsJiahuan Long, Tingsong Jiang, Hanqing Liu, Chao Ma, Weien Zhou, Yang Yang, Wen Yaoclothing, adversarial wearable, dual-modal camouflage
ICLR 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1GarmentGPT: Compositional Garment Pattern Generation via Discrete Latent TokenizationFangsheng Weng, Junhao Chen, Xiang Li, Jie Qin, Hanzhong Guo, ShaochunHao, Xiaoguang HanGarment, Pattern
2Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment ModelingJiachen Qian, Hongye Yang, Youtian Lin, tianhao zhao, Hengshuang Zhao, Yao Yao, Feihu ZhangGarment
3Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed IndividualsDavide Lobba, Fulvio Sanguigni, Bin Ren, Marcella Cornia, Rita Cucchiara, Nicu SebeVirtual Try-Off, Fashion, Generation, Diffusion Transformer
4Dynamic Texture Modeling of 3D Clothed Gaussian Avatars from a Single VideoSeungeun Lee, SeungJun Moon, Hah Min Lew, Ji-Su Kang, Gyeong-Moon ParkClothed Human
5UP2You: Fast Reconstruction of Yourself from Unconstrained Photo CollectionsZeyu Cai, Ziyang Li, Xiaoben Li, Boqian Li, Zeyu Wang, Zhenyu Zhang, Yuliang XiuClothed Human
6Generative Human Geometry DistributionXiangjun Tang, Biao Zhang, Peter WonkaClothed Human
7CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown ConditionsYuliang Zhan, Jian Li, Wenbing Huang, Wenbing Huang, Yang Liu, Hao SunCloth Dynamics, Simulation
NeurIPS 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1Mitigating Occlusions in Virtual Try-On via A Simple-Yet-Effective Mask-Free FrameworkChenghu Du · Shengwu Xiong · junyin Wang · Yi Rong · Shili Xiongtry-on
2ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-OnYuhan Li · Zhiyu Jin · Yifan Tong · Wenxiang Shang · Benlei Cui · Xuanhong Chen · Ran Lin · Bingbing Nitry-on
3VTON-VLLM: Aligning Virtual Try-On Models with Human PreferencesSiqi Wan · Jingwen Chen · Qi Cai · Yingwei Pan · Ting Yao · Tao Meitry-on
4PhysDiff-VTON: Cross-Domain Physics Modeling and Trajectory Optimization for Virtual Try-OnShibin Mei · Bingbing Nitry-on
5OmniTry: Virtual Try-On Anything without MasksYutong Feng · Linlin Zhang · Hengyuan Cao · Yiming Chen · Xiaoduan Feng · Jian Cao · Yuxiong Wu · Bin Wangtry-on
6Virtual Fitting Room: Generating Arbitrarily Long Videos of Virtual Try-On from a Single ImageJunkun Chen · Aayush Bansal · Minh Vo · Yu-Xiong Wangtry-on
7SyncHuman: Synchronizing 2D and 3D Generative Models for Single-view Human ReconstructionWenyue Chen, Peng Li, Wangguandong Zheng, Chengfeng Zhao, Mengfei Li, Yaolong Zhu, Zhiyang Dou, Ronggang Wang, Yuan Liuclothed-human
SIGGRAPH Asia 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1GarmageNet: A Multimodal Generative Framework for Sewing Pattern Design and Generic Garment ModelingSiran Li, Chen Liu, Ruiyang Liu, Zhendong Wang, Gaofeng He, Yong-Lu Li, Xiaogang Jin, Huamin Wangsewing
2DreamO: A Unified Framework for Image CustomizationChong 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 Wutry-on
3One-shot Embroidery Customization via Contrastive LoRA ModulationJun Ma, Qian He, Gaofeng He, Huang Chen, Chen Liu, Xiaogang Jin, Huamin Wangstylization, embroidery
4InfiniHuman: Infinite 3D Human Creation with Precise ControlYuxuan Xue, Xianghui Xie, Margaret Kostyrko, Gerard Pons-Molltry-on, clothed human
5CHARM: Control-point-based 3D Anime Hairstyle Auto-Regressive ModelingYuze He, Yanning Zhou, Wang Zhao, Jingwen Ye, Yushi Bai, Kaiwen Xiao, Yong-Jin Liu, Zhongqian Sun, Wei Yanghairstyle
ICCV 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1CSD-VAR: Content-Style Decomposition in Visual Autoregressive ModelsQuang-Binh Nguyen · Minh Luu · Quang Nguyen · Anh Tran · Khoi Nguyenstyle
2Wasserstein Style Distribution Analysis and Transform for Stylized Image GenerationXi Yu · Xiang Gu · Zhihao Shi · Jian Sunstyle
3RAGDiffusion: Faithful Cloth Generation via External Knowledge AssimilationYuhan Li · Xianfeng Tan · Wenxiang Shang · Yubo Wu · Jian Wang · Xuanhong Chen · Yi Zhang · Zhu Hangcheng · Bingbing Nicloth
4HiGarment: Cross-modal Harmony Based Diffusion Model for Flat Sketch to Realistic Garment ImageJunyi Guo · Jingxuan Zhang · Fangyu Wu · Huanda Lu · Qiufeng Wang · Wenmian Yang · ENG LIM · Dongming Lugarment
5NGD: Neural Gradient Based Deformation for Monocular Garment ReconstructionSoham Dasgupta · Shanthika Naik · Preet Savalia · Sujay Kumar Ingle · Avinash Sharmagarment reconstruction
6AIComposer: Any Style and Content Image Composition via Feature IntegrationHaowen Li · Zhenfeng Fan · Zhang Wen · Zhengzhou Zhu · Yunjin Listyle
7LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text PairingFederico Girella · Davide Talon · Ziyue Liu · Zanxi Ruan · Yiming Wang · Marco Cristanifashion
8Multimodal Latent Diffusion Model for Complex Sewing Pattern GenerationShengqi Liu · Yuhao Cheng · Zhuo Chen · Xingyu Ren · Wenhan Zhu · Lincheng Li · Mengxiao Bi · Xiaokang Yang · Yichao Yansewing
9Text2Outfit: Controllable Outfit Generation with Multimodal Language ModelsYuanhao Zhai · Yen-Liang Lin · Minxu Peng · Larry Davis · Ashwin Chandramouli · Junsong Yuan · David Doermannoutfit
10LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image GenerationDonald Shenaj · Ondrej Bohdal · Mete Ozay · Pietro Zanuttigh · Umberto Michielistyle
11UnZipLoRA: Separating Content and Style from a Single ImageChang Liu · Viraj Shah · Aiyu Cui · Svetlana Lazebnikstyle
12Pose-Star: Anatomy-Aware Editing for Open-World Fashion ImagesYuran Dong · Mang Yefashion
13Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing TasksHailong Guo · Bohan Zeng · Yiren Song · Wentao Zhang · Jiaming Liu · Chuang Zhangclothing
14All Parts Matter: A Unified Mask-Free Virtual Try-On FrameworkChenghu Du · Shengwu Xiong · Yi Rongtry-on
15Magic Insert: Style-Aware Drag-and-DropNataniel Ruiz · Yuanzhen Li · Neal Wadhwa · Yael Pritch · Michael Rubinstein · David Jacobs · Shlomi Fruchterstyle
16OmniVTON: Training-Free Universal Virtual Try-OnZhaotong Yang · Yuhui Li · Shengfeng He · Xinzhe Li · Yangyang Xu · Junyu Dong · Yong Dutry-on
17PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware MaskJeongho Kim · Hoiyeong Jin · Sunghyun Park · Jaegul Chootry-on
18Learning Implicit Features with Flow-Infused Transformations for Realistic Virtual Try-OnDelong Zhang · Qiwei Huang · Yang Sun · Yuanliu Liu · Wei-Shi Zheng · Pengfei Xiong · Wei Zhangtry-on
19Domain Generalizable Portrait Style TransferXinbo Wang · Wenju Xu · Qing Zhang · Wei-Shi Zhengstyle
18TextMaster: A Unified Framework for Realistic Text Editing via Glyph-Style Dual-ControlZhenyu Yan · Jian Wang · Aoqiang Wang · Yuhan Li · Wenxiang Shang · Zhu Hangchengstyle
19Tune-Your-Style: Intensity-tunable 3D Style Transfer with Gaussian SplattingYian Zhao · rushi ye · Ruochong Zheng · Zesen Cheng · Chaoran Feng · Jiashu Yang · Pengchong Qiao · Chang Liu · Jie Chenstyle
20SAFT: Shape and Appearance of Fabrics from Template via Differentiable Physical Simulations from Monocular VideoDavid Stotko · Reinhard Kleinfabric
21From Gallery to Wrist: Realistic 3D Bracelet Insertion in VideosChenjian Gao, Lihe Ding, Rui Han, Zhanpeng Huang, Zibin Wang, Tianfan Xuetry-on
SIGGRAPH 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1Single View Garment Reconstruction Using Diffusion Mapping Via Pattern CoordinatesRen Li, Cong Cao, Corentin Dumery, Yingxuan You, Hao Li, Pascal FuaGarment Reconstruction
2Rags2Riches: Computational Garment ReuseAnran Qi, Nico Pietroni, Maria Korosteleva, Olga Sorkine-Hornung, Adrien BousseauSewing Pattern Transfer
3GarmentImage: Raster Encoding of Garment Sewing Patterns with Diverse TopologiesYuki Tatsukawa, Anran Qi, I-Chao Shen, Takeo IgarashiGarment Reconstruction
4Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable PhysicsXuan Li, Chang Yu, Wenxin Du, Ying Jiang, Tianyi Xie, Yunuo Chen, Yin Yang, Chenfanfu JiangGarment Reconstruction
53D Stylization via Large Reconstruction ModelIpek Oztas, Duygu Ceylan, Aysegul DundarStyle
6FashionComposer: Compositional Fashion Image GenerationSihui Ji, Yiyang Wang, Xi Chen, Xiaogang Xu, Hao Luo, Hengshuang ZhaoTry-on
CVPR 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1Text-Driven Fashion Image Editing with Compositional Concept Learning and Counterfactual AbductionShanshan Huang · Haoxuan Li · Chunyuan Zheng · Mingyuan Ge · WeiGao · Lei Wang · Li Liufashion
2Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-IdentificationZhiqi Pang · Junjie Wang · Lingling Zhao · Chunyu Wangclothing
3K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAsZiheng Ouyang · Zhen Li · Qibin Houstyle
4Geometry in Style: 3D Stylization via Surface Normal DeformationNam Anh Dinh · Itai Lang · Hyunwoo Kim · Oded Stein · Rana Hanockastyle
5Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion ModelYingmao Miao · Zhanpeng Huang · Rui Han · Zibin Wang · Chenhao Lin · Chao Shentry-on
6VTON 360: High-Fidelity Virtual Try-On from Any Viewing DirectionZijian He · Yuwei Ning · Yipeng Qin · Guangrun Wang · Sibei Yang · Liang Lin · Guanbin Litry-on
7SGSST: Scaling Gaussian Splatting Style TransferBruno Galerne · Jianling WANG · Lara Raad · Jean-michel Morelstyle
8BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data TrainingXuanpu Zhang · Dan Song · pengxin zhan · Tianyu Chang · Jianhao Zeng · Qing-Guo Chen · Weihua Luo · An-An Liutry-on
9Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose InteractionDong Li · Wenqi Zhong · Wei Yu · Yingwei Pan · Dingwen Zhang · Ting Yao · Junwei Han · Tao Meitry-on
10Point-Level Visual Affordance Guided Retrieval and Adaptation for Cluttered Garments ManipulationRuihai Wu · Ziyu Zhu · Yuran Wang · Yue Chen · Jiarui Wang · Hao Donggarment, embodied
11AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion ModelsXinghui Li · Qichao Sun · Pengze Zhang · Fulong Ye · Zhichao Liao · Wanquan Feng · Songtao Zhao · Qian HEgarment, try-on
12Design2GarmentCode: Turning Design Concepts to Tangible Garments Through Program SynthesisFeng Zhou · Ruiyang Liu · chen liu · Gaofeng He · Yonglu Li · Xiaogang Jin · Huamin Wanggarment
13TexGarment: Consistent Garment UV Texture Generation via Efficient 3D Structure-Guided Diffusion TransformerJialun Liu · Jinbo Wu · Xiaobo Gao · JiaKui Hu · Bojun Xiong · Xing Liu · Chen Zhao · Hongbin Pei · Haocheng Feng · Yingying Li · Errui Ding · Jingdong Wanggarment
14StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer 🌟highlightruojun xu · Weijie Xi · Xiaodi Wang · Yongbo Mao · Zach Chengstyle transfer
15ChatGarment: Garment Estimation, Generation and Editing via Large Language ModelsSiyuan Bian · Chenghao Xu · Yuliang Xiu · Artur Grigorev · Zhen Liu · Cewu Lu · Michael J. Black · Yao Fenggarment geneartion, editing, sewing pattern
16ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-OnJi Woo Hong · Tri Ton · Trung X. Pham · Gwanhyeong Koo · Sunjae Yoon · Chang D. Yootry-on
17AIpparel: A Large Multimodal Generative Model for Digital Garments 🌟highlightKiyohiro Nakayama · Jan Ackermann · Timur Levent Kesdogan · Yang Zheng · Maria Korosteleva · Olga Sorkine-Hornung · Leonidas Guibas · Guandao Yang · Gordon Wetzsteingarment
18Robust-MVTON: Learning Cross-Pose Feature Alignment and Fusion for Robust Multi-View Virtual Try-OnNannan Zhang · Yijiang Li · Dong Du · Zheng Chong · Zhengwentai Sun · Jianhao Zeng · Yusheng Dai · Zhenyu Xie · Hairui Zhu · Xiaoguang Hantry-on
19DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single ImageHyeongjin Nam · Donghwan Kim · Jeongtaek Oh · Kyoung Mu Leecloth + body reconstruction
20PGC: Physics-Based Gaussian Cloth from a Single Pose 🌟highlightMichelle Guo · Matt Jen-Yuan Chiang · Igor Santesteban · Nikolaos Sarafianos · Hsiaoyu Chen · Oshri Halimi · Aljaž Božič · Shunsuke Saito · Jiajun Wu · Karen Liu · Tuur Stuyck · Egor Larionovgarment reconstruction, simulation
21VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors EmbeddingYujie Liang · Xiaobin Hu · Boyuan Jiang · Donghao Luo · Xu Peng · Kai WU · Chengming Xu · Wenhui Han · Taisong Jin · Chengjie Wang · Rongrong Jitry-on
22Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise SchedulingNannan Li · Kevin Shih · Bryan A. Plummertry-on
23GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D ReconstructionLi Zhang · mingliang xu · Jianan Wang · Qiaojun Yu · Lixin Yang · Yonglu Li · Cewu Lu · RujingWang · Liu Liugarment, 3D reconstruction
24BootComp: Controllable Human Image Generation with Personalized Multi-GarmentsYisol Choi · Sangkyung Kwak · Sihyun Yu · Hyungwon Choi · Jinwoo Shingarment, controllable image generation
25SimAvatar: Simulation-Ready Avatars with Layered Hair and ClothingXueting Li, Ye Yuan, Shalini De Mello, Gilles Daviet, Jonathan Leaf, Miles Macklin, Jan Kautz, Umar Iqbalclothing
ICLR 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion ModelsZheng Chong · Xiao Dong · Haoxiang Li · shiyue Zhang · Wenqing Zhang · Hanqing Zhao · xujie zhang · Dongmei Jiang · Xiaodan Liangvirtual try-on, diffusion models
2Attributing Culture-Conditioned Generations to Pretraining CorporaHuihan Li · Arnav Goel · Keyu He · Xiang Renculture-conditioned generation, pretraining corpora
3Incorporating Visual Correspondence into Diffusion Model for Virtual Try-OnSiqi Wan · Jingwen Chen · Yingwei Pan · Ting Yao · Tao Meivirtual 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:

📊Data

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

Multi-modal[Text-Image]
NameBenchmarkPublicationTaskScale / NoteLink
Fashion-200KTable 3. Benchmarks for Fashion VLP ModelsICCV 2017Category retrieval, text-image retrieval200K fashion images with short product descriptions.dataset
FashionIQTable 3. Benchmarks for Fashion VLP ModelsCVPR 2021Text-guided image retrieval77,684 images across dresses, shirts, and tops with natural-language feedback.dataset
Image
NameBenchmarkPublicationTaskScale / NoteLink
Extended DeepFashionTable 6. Benchmarks for Fashion Image GenerationICCV 2017 / CGF 2018Image generation, redressingUpper-body DeepFashion images with text descriptions and body annotations.dataset
FashionTexTable 6. Benchmarks for Fashion Image GenerationSIGGRAPH 2023Fashion image generationProcessed DeepFashion-MultiModal resource used for generation benchmarks.dataset
PolyvoreTable 6. Benchmarks for Fashion Image GenerationACM MM 2017Outfit generation, compatibilityFashion items and outfits frequently reused for generation benchmarks.dataset
DiFashionTable 6. Benchmarks for Fashion Image GenerationSIGIR 2024Generative outfit recommendationBenchmark setting built around personalized outfit generation.dataset
iFashionTable 6. Benchmarks for Fashion Image GenerationKDD 2019Outfit recommendation, generationPre-defined outfits, fashion items, and user click behaviors.dataset
Polyvore-UTable 6. Benchmarks for Fashion Image GenerationCVPR 2019Outfit recommendation, generationPolyvore subsets with user-specific outfit/item data.dataset
Dress CodeTable 7. Benchmarks for Fashion Image EditingECCV 2022Fashion editing, virtual try-onGarment/person pairs with keypoints, segmentations, and DensePose.dataset
DFMM-SpotlightTable 7. Benchmarks for Fashion Image EditingAAAI 2024Local fashion editingRegion prompts and masks for tops, pants, outerwear, dresses, and accessories.dataset
VITONTable 8. Benchmarks for Image-Based Try-OnCVPR 2018Image-based virtual try-onFrontal-view female model and upper-body clothing image pairs.dataset
FashionTryOnTable 8. Benchmarks for Image-Based Try-OnACM MM 2019Pose-aware virtual try-onTriplets with clothing images and two human images in different poses.dataset
SAL-HGTable 8. Benchmarks for Image-Based Try-OnCVPR 2023Human-garment landmark benchmarkRe-annotated VITON/VITON-HD/DressCode images with landmarks and visibility attributes.dataset
SHHQ-1.0Table 8. Benchmarks for Image-Based Try-OnECCV 2022Full-body try-on, human parsingHigh-quality full-body images with segmentation masks, parsing labels, and 2D keypoints.dataset
UPTTable 8. Benchmarks for Image-Based Try-OnNeurIPS 2021On-body garment try-onHalf-body and full-body front-view person images with diverse garment types.dataset
VITON-HDTable 8. Benchmarks for Image-Based Try-OnCVPR 2021High-resolution virtual try-on13,679 high-resolution frontal-view woman and upper-body clothing pairs.dataset
MMDGarmentLatest Fashion-Related PapersICCV 2025Flat sketch to realistic garment image generation20,151 garment samples with photos, close-ups, text annotations, and professional flat sketches; part of the dataset is released under access restrictions.dataset
LAION-GarmentLatest Fashion-Related PapersICCV 2025Versatile image-based virtual try-onHugging Face image-text dataset with 84K rows across upper-body, lower-body, and whole-body garment categories.dataset
Garments2LookLatest Fashion-Related PapersCVPR 2026Outfit-level virtual try-on80K many-garments-to-one-look pairs with 3-12 reference garments, 40 major categories, and 300+ fine-grained subcategories.dataset
VRFLatest Fashion-Related PapersCVPR 2026Person-to-person virtual try-on with visual referencesHugging Face WebDataset with image/text modalities; 83.8K viewer rows and 657K estimated rows.dataset
3D
NameBenchmarkPublicationTaskScale / NoteLink
THuman-2.0Table 10. Benchmarks for 3D Clothed Human GenerationCVPR 20213D clothed human generationHuman scans rendered from 60 views with SMPL-X annotations.dataset
BUFFTable 10. Benchmarks for 3D Clothed Human GenerationCVPR 20173D clothed human generationTextured scans and SMPL sequences of six subjects with six outfits.dataset
DeepCapTable 10. Benchmarks for 3D Clothed Human GenerationCVPR 20203D human captureIn-the-wild clothed-human motion sequences with SMPL-style assets.dataset
DynaCapTable 10. Benchmarks for 3D Clothed Human GenerationSIGGRAPH 2021Dynamic 3D human captureMulti-camera sequences of subjects in several apparel types and motions.dataset
MonoPerfCapTable 10. Benchmarks for 3D Clothed Human GenerationTOG 2018Monocular performance captureIndoor/outdoor action sequences with varied subject clothing.dataset
LifeScansTable 10. Benchmarks for 3D Clothed Human GenerationCVPR 20193D clothed human scansStatic clothed-human scans with SMPL+D-style registration.dataset
RenderPeopleTable 10. Benchmarks for 3D Clothed Human Generation-3D human assetsCommercial 4D people assets used as clothed-human resources.dataset
AXYZTable 10. Benchmarks for 3D Clothed Human Generation-3D human assetsCommercial 3D people assets referenced as clothed-human resources.dataset
Digital WardrobeTable 12. Benchmarks for 3D Garment GenerationICCV 20193D garment generationRegistered 3D scans with SMPL body and garment segmentation labels.dataset
Deep Fashion3DTable 12. Benchmarks for 3D Garment GenerationECCV 20203D garment reconstruction563 garment items with feature lines, body poses, multiview images, and textures.dataset
GarVerse-LODTable 12. Benchmarks for 3D Garment GenerationSIGGRAPH Asia 20243D garment generationHierarchical garment dataset with multiple levels of detail.dataset
Wang et al.Table 13. Benchmarks for Sewing Pattern GenerationSIGGRAPH Asia 2018Sewing pattern generation2D sketches, garment/body parameters, and draped 3D garment shapes.dataset
Korosteleva and LeeTable 13. Benchmarks for Sewing Pattern GenerationNeurIPS 2021Sewing pattern generationGarment design variations draped over bodies with 3D models and segmentation labels.dataset
SewFactoryTable 13. Benchmarks for Sewing Pattern GenerationSIGGRAPH Asia 2023Sewing pattern generationPaired images, human pose/shape, DensePose, sewing patterns, garment meshes, depth, and normals.dataset
GarmentCodeDataTable 13. Benchmarks for Sewing Pattern GenerationECCV 2024Sewing pattern generationLarge synthetic garment set with sewing patterns, draped meshes, UV maps, and measurements.dataset
MPV-3D4.4.2 Benchmark DatasetsICCV 20213D virtual try-onPerson-clothes image pairs with associated depth maps for 3D try-on.dataset
AMASS4.4.2 Benchmark DatasetsICCV 20193D body motion for try-onBody meshes and motion data used with garment datasets for collision evaluation.dataset
TailorNet4.4.2 Benchmark DatasetsCVPR 20203D garments for try-onGarment assets paired with body meshes for body-garment collision evaluation.dataset
ReWeaver-GCD-TSLatest Fashion-Related PapersCVPR 2026Topology-accurate garment reconstruction100K+ synthetic samples with multi-view RGB images, 3D garment geometries, textured human body meshes, and annotated sewing patterns.dataset
GarmageSetLatest Fashion-Related PapersSIGGRAPH Asia 2025Generic 3D garment modeling14,801 professionally curated garments spanning major clothing categories with detailed structural and style annotations.dataset
GCD-MMLatest Fashion-Related PapersCVPR 2025Multimodal digital garment generationGarmentCodeData-Multimodal annotations for 120K+ garments with text, images, sewing patterns, and editing instructions.dataset
Dynamic[Video/3D Animation]
NameBenchmarkPublicationTaskScale / NoteLink
ReSynthTable 14. Benchmarks for 3D Clothed Human AnimationICCV 2021Clothed human animationPose-dependent clothing deformation over varied outfits and poses.dataset
ClothSeqTable 14. Benchmarks for 3D Clothed Human AnimationICCV 2021Loose-clothing animationSubjects wearing loose clothes with sequences of 500-750 frames.dataset
THuman-CloSETTable 14. Benchmarks for 3D Clothed Human AnimationCVPR 2023Clothed human animationLoose clothing, sparse poses, and challenging outfit categories.dataset
AGORATable 14. Benchmarks for 3D Clothed Human AnimationCVPR 2021Clothed human animationHigh-resolution images with ground-truth 3D bodies in natural clothing and scenes.dataset
VTOTable 15. Benchmarks for 3D Garment AnimationCGF 20193D garment animationDressed character animations with diverse motions and body shapes.dataset
VirtualBonesTable 15. Benchmarks for 3D Garment AnimationSIGGRAPH 2022Garment animationGarments driven by avatar motion under varied simulation parameters.dataset
D-LAYERSTable 15. Benchmarks for 3D Garment AnimationICCV 2023Multi-layer garment animationMulti-layered garment dynamics with human motion and random wind.dataset
CLOTH3D++Table 15. Benchmarks for 3D Garment AnimationNeurIPS 2020 Competition TrackGarment dynamicsRGBA video sequences paired with 3D data for garment dynamics.dataset
CLOTH4DTable 15. Benchmarks for 3D Garment AnimationCVPR 20234D garment animation100K+ clothed meshes, paired unclothed humans, and fashion-design-standard outfits.dataset
4D-DressTable 15. Benchmarks for 3D Garment AnimationCVPR 20244D clothed human capture64 outfits in 520 motion sequences with textured scans, SMPL-X, and garment meshes.dataset
SizerTable 17. Benchmarks for DrapingECCV 2020Garment draping100 subjects with clothing size variation and realistic cloth deformations.dataset
CLOTH3DTable 17. Benchmarks for DrapingECCV 2020Garment drapingLarge-scale 3D clothing on posed SMPL bodies with varied topology and fabric.dataset
UBC fashion videoTable 18. Benchmarks for Video-Based Virtual Try-OnBMVC 2019Video-based virtual try-on600 fashion videos with diverse clothing and high-resolution static-camera captures.dataset
TikTok datasetTable 18. Benchmarks for Video-Based Virtual Try-OnCVPR 2021Video-based virtual try-onDance videos with human masks and UV coordinates.dataset
Dance50kTable 18. Benchmarks for Video-Based Virtual Try-OnCVPR 2022Video generation, virtual try-on50K dance videos with varied poses and garment types.dataset
ViT-HDLatest Fashion-Related PapersCVPR 2026High-definition video virtual try-on15,070 high-quality video samples at 810x1080 resolution, covering 178 diverse garment styles.dataset
MV-FashionLatest Fashion-Related PapersCVPR 2026Multi-view virtual try-on, size estimation, novel view synthesis3,273 multi-view video sequences with 72.5M frames from 80 subjects and 474 outfit sets.dataset
BarbieGaitLatest Fashion-Related PapersCVPR 2026Cloth-changing synthetic human gait recognitionIdentity-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.

Overview of fAshIon (AI in fashion)

Survey

Summary developments of technology

TitlePublicationPaperKey WordRegion
Computational Technologies for Fashion Recommendation: A SurveyACM Comput. Surv.paperFashion RecommendationHong Kong
A Review of Modern Fashion Recommender SystemsACM Comput. Surv.paperFashion RecommendationItaly
A survey on Fashion Image RetrievalACM Comput. Surv.paperFashion RetrievalIndia
Appearance and Pose-Guided Human Generation: A SurveyACM Comput. Surv.paperFashion GenerationHong Kong
Analytics Applications in Fashion Supply Chain Management—A Review of Literature and PracticeIEEE Trans Eng ManagpaperFashion Supply ChainGermany

Evaluation

Evaluation protocols for specific tasks

TitlePublicationPaperLinkRegion
How Good Is Aesthetic Ability of a Fashion Model?CVPR 2022paperdatasetHong Kong
Where are my clothes? A multi-level approach for evaluating deep instance segmentation architectures on fashion imagesCVPRW 2021paper-France
Assessing Fashion Recommendations: A Multifaceted Offline Evaluation ApproachrecsysXfashion 2019paper-USA

Basic Tech

Understanding of fashion images

Vision Language

ModelTitlePublicationPaperLinkRegion
SyncMaskSyncMask: Synchronized Attentional Masking for Fashion-centric Vision-Language PretrainingCVPR 2024paper-South Korea
FAME-ViLFAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion TasksCVPR 2023->projectUK
FashionSAPFashionSAP: Symbols and Attributes Prompt for Fine-grained Fashion Vision-Language Pre-trainingCVPR 2023->projectChina
MVLTMasked Vision-language Transformer in FashionMIR 2023paper-China
OpenFashionCLIPOpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion DataICIAP 2023->projectItaly
-A fine-grained vision and language representation framework with graph-based fashion semantic knowledgeCAD/Graphics 2023paper-China
FashionCLIPContrastive language and vision learning of general fashion conceptsScientific Reports (2022)papercodeCanada
FashionViLFashion-Focused Vision-and-Language Representation LearningECCV 2022->projectUK
Kaleido-BERTKaleido-BERT: Vision-Language Pre-Training on Fashion DomainCVPR 2021paper-China

Parsing

ModelTitlePublicationPaperLinkRegion
-Progressive One-shot Human ParsingAAAI 2021paper-Sydney
SIZERSIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D ClothingECCV 2020paperprojectGermany
-Hierarchical Human Parsing With Typed Part-Relation ReasoningCVPR 2020papercodeSwitzerland
Look into PersonLook into Person: Joint Body Parsing & Pose Estimation Network and a New BenchmarkTPAMI 2019paper-China
-Surveillance Video Parsing With Single Frame SupervisionCVPR 2017paper-China
-Clothes Co-Parsing Via Joint Image Segmentation and Labeling With Application to Clothing RetrievalTMM 2016paper-China
-Parsing Based on Parselets: A Unified Deformable Mixture Model for Human ParsingTPAMI 2015paper-Singapore
-Retrieving Similar Styles to Parse ClothingTPAMI 2014paper-Japan
-Fashion Parsing with Video ContextMM 2014paper-Singapore
-Paper Doll Parsing: Retrieving Similar Styles to Parse Clothing ItemsICCV 2013paper-USA
-Fashion Parsing With Weak Color-Category LabelsTMM 2013paper-Singapore
-Parsing clothing in fashion photographsCVPR 2012paper-USA

Segmentation, Recognition

ModelTitlePublicationPaperLinkRegion
-DETR-based Layered Clothing Segmentation and Fine-Grained Attribute RecognitionCVPRW 2023paper-Hong Kong
FashionformerFashionformer: A Simple, Effective and Unified Baseline for Human Fashion Segmentation and RecognitionECCV 2022->projectChina
FashionpediaFashionpedia: Ontology, Segmentation, and an Attribute Localization DatasetECCV 2020paper-USA
-Joint Multi-Person Pose Estimation and Semantic Part SegmentationCVPR 2017paper-USA
DeepFashionDeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich AnnotationsCVPR 2016paper-Hong Kong
-Who Blocks Who: Simultaneous clothing segmentation for grouping imagesICCV 2011paper-China

Detection

ModelTitlePublicationPaperLinkRegion
-Improving apparel detection with category grouping and multi-grained branchesMultimedia Tools and Applications 2022paper-USA
CoReCoRe: Color Regression for Multicolor Fashion GarmentsCVPRW 2022paper-France
-Spatial-aware non-local attention for fashion landmark detectionICME 2019paper-China
-Layout-Graph Reasoning for Fashion Landmark DetectionCVPR 2019paper-China
DeepFashion2DeepFashion2: A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing ImagesCVPR 2019paper-China
-A global-local embedding module for fashion landmark detectionICCVW 2019paper-Korea
-Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer NetworksMM 2017paper-Hong Kong
-Fashion Landmark Detection in the WildECCV 2016paper-Hong Kong

Pose Estimation, Tracking

ModelTitlePublicationPaperLinkRegion
GarmentTrackingGarmentTracking: Category-Level Garment Pose TrackingCVPR 2023->projectChina
GarmentNetsGarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape CompletionICCV 2021->projectUSA

Selling

Online selling

Retrieval

ModelTitlePublicationPaperLinkRegion
M3-NetLearning Attribute and Class-Specific Representation Duet for Fine-grained Fashion AnalysisCVPR 2023paper-USA
MODCFine-grained Fashion Representation Learning by Online Deep ClusteringECCV 2022paper-USA
FashionVLPFashionVLP: Vision Language Transformer for Fashion Retrieval with FeedbackCVPR 2022paper-USA
EI-CLIPEI-CLIP: Entity-aware Interventional Contrastive Learning for E-commerce Cross-modal RetrievalCVPR 2022paper-USA
DAtRNetDAtRNet: Disentangling Fashion Attribute Embedding for Substitute Item RetrievalCVPRW 2022paper-India
UIGRUIGR: Unified Interactive Garment RetrievalCVPRW 2022papercodeUK
CIRPLANTImage Retrieval on Real-Life Images With Pre-Trained Vision-and-Language ModelsICCV 2021paper-Australia
Fashion IQFashion IQ: A New Dataset Towards Retrieving Images by Natural Language FeedbackCVPR 2021paper-USA
-Interpretable Multimodal Retrieval for Fashion ProductsMM 2018paper-Singapore
DARNCross-Domain Image Retrieval with a Dual Attribute-Aware Ranking NetworkICCV 2015paper-Singapore

Selling Agent

ModelTitlePublicationPaperLinkRegion
Fashion-GPTFashion-GPT: Integrating LLMs with Fashion Retrieval SystemLGM3A '23 (MM 2023 workshop)paper-Singapore
FashionVQAFashionVQA: A Domain-Specific Visual Question Answering SystemCVPRW 2023)paper-USA
VSEFashion-Specific Ambiguous Expression Interpretation with Partial Visual-Semantic EmbeddingCVPRW 2023)paper-Japan
-A Conversational Shopping Assistant for Online Virtual StoresMM 2022paper-Portugal

Video Generation

ModelTitlePublicationPaperLinkRegion
wFlowDressing in the Wild by Watching Dance VideosCVPR 2022->projectChina
ClothFormerClothFormer: Taming Video Virtual Try-on in All ModuleCVPR 2022->projectChina

Styling

Personal Styling

Compatibility Learning

ModelTitlePublicationPaperLinkRegion
FCBoost-NetFCBoost-Net: A Generative Network for Synthesizing Multiple Collocated Outfits via Fashion Compatibility BoostingMM 2023paper-China

Outfit Recommendation

ModelTitlePublicationPaperLinkRegion
CP-TransMatchModeling Multi-Relational Connectivity for Personalized Fashion MatchingMM 2023paper-Hong Kong
SHIFT15MSHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shiftsCVPRW 2023)papercodeJapan
BiHGHBi-directional Heterogeneous Graph Hashing towards Efficient Outfit RecommendationMM 2022paper-Australia
OutfitTransformerOutfitTransformer: Outfit Representations for Fashion RecommendationCVPRW 2022paper-USA
OutfitGANOutfitGAN: Learning Compatible Items for Generative Fashion OutfitsCVPRW 2022paper-USA
GradREC“Does it come in black?” CLIP-like models are zero-shot recommendersECNLP 5(ACL 2022 workshop)papercodeMilan

Design

Fashion Design Synthesis

ModelTitlePublicationPaperLinkRegion
StyleMeStyleMe: Towards Intelligent Fashion Generation with Designer StyleCHI 2023papercodeChina
AI ArchiveGenerative AI for Concept Creation in Footwear DesignINVITED-TALK (SIGGRAPH 2023)paper-Germany
UnitedHumanUnitedHuman: Harnessing Multi-Source Data for High-Resolution Human GenerationICCV 2023->projectChina
FreeDoMFreeDoM: Training-Free Energy-Guided Conditional Diffusion ModelICCV 2023papercodeChina
BoxDiffBoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained DiffusionICCV 2023papercodeSingapore
ControlNetAdding Conditional Control to Text-to-Image Diffusion ModelsICCV2023papercodeUSA
PromptStylerPromptStyler: Prompt-driven Style Generation for Source-free Domain GeneralizationICCV 2023->projectSouth Korea
DiffusartDiffusart: Enhancing Line Art Colorization with Conditional Diffusion ModelsCVPRW 2023paper-France
GathaGatha: Relational Loss for enhancing text-based style transferCVPRW 2023paper-USA
DiffFashionImage Reference-guided Fashion Design with Structure-aware Transfer by Diffusion ModelsCVPRW 2023papercodeChina
VectorFusionVectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion ModelsCVPR 2023->project, unofficial codeUSA
DiffSketcherDiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion ModelsNIPS 2023->projectChina
SGDiffSGDiff: A Style Guided Diffusion Model for Fashion SynthesisMM 2023papercodeHong Kong
FashionDiffFashionDiff: A Controllable Diffusion Model Using Pairwise Fashion Elements for Intelligent DesignMM 2023paper-China
InspirNETInspirNET: An Unsupervised Generative Adversarial Network with Controllable Fine-grained Texture Disentanglement for Fashion GenerationMM 2023paper-China
-Toward Intelligent Interactive Design: A Generation Framework Based on Cross-domain Fashion ElementsMM 2023paper-China
-Normal-guided Garment UV Prediction for Human Re-texturingCVPR 2023paper-USA
TemporalUVTemporalUV: Capturing Loose Clothing with Temporally Coherent UV CoordinatesCVPR 2022paper-Germany
ARMANIARMANI: Part-level Garment-Text Alignment for Unified Cross-Modal Fashion DesignMM 2022paper-China
AI CarpetAI Carpet: Automatic Generation of Aesthetic Carpet PatternMM 2022paper-China
Wearable ImageNetWearable ImageNet: Synthesizing Tileable Textures via Dataset DistillationCVPRW 2022paperprojectUSA
Rank in StyleRank in Style: A Ranking-based Approach to Find Interpretable DirectionsCVPRW 2022paper-Turkey

Try-On

ModelTitlePublicationPaperLinkRegion
FashionTexFashionTex: Controllable Virtual Try-on with Text and Texture.SIGGRAPH 2023papercodeChina
FreqHPTFreqHPT: Frequency-aware attention and flow fusion for Human Pose TransferCVPRW 2023)paper-China
SAL-VTONLinking Garment with Person via Semantically Associated Landmarks for Virtual Try-OnCVPR 2023paperprojectChina
TryOnDiffusionTryOnDiffusion: A Tale of Two UNetsCVPR 2023->projectUSA
GP-VTONGP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing LearningCVPR 2023->projectChina
LaDI-VTONLaDI-VTON:Latent Diffusion Textual-Inversion Enhanced Virtual Try-OnMM 2023papercodeItaly
DCI-VTONTaming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance FlowMM 2023papercodeChina
PG-VTONPG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference ParadigmTMM 2023papercodeChina
DOC-VTONOccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided MixupTMM 2023papercodeChina
-A High-resolution Image-based Virtual Try-on System in Taobao E-commerce ScenarioMM 2022paper-China
GT-MUSTGT-MUST: Gated Try-on by Learning the Mannequin-Specific TransformationMM 2022paper-China
PL-VTONProgressive Limb-Aware Virtual Try-OnMM 2022paper-China
Dress CodeDress Code: High-Resolution Multi-Category Virtual Try-OnCVPRW 2022paperprojectItaly
DBCTDual-Branch Collaborative Transformer for Virtual Try-OnCVPRW 2022paper-Italy
DP-VTONTowards Detailed Characteristic-Preserving Virtual Try-OnCVPRW 2022paper-South Korea
Flow-Style-VTONStyle-Based Global Appearance Flow for Virtual Try-OnCVPR 2022->projectUK
RT-VTONFull-Range Virtual Try-On with Recurrent Tri-Level TransformCVPR 2022->projectChina, Singapore
DGPWeakly Supervised High-Fidelity Clothing Model GenerationCVPR 2022paper-China

Editing

ModelTitlePublicationPaperLinkRegion
PatternshopPatternshop: Editing Point Patterns by Image ManipulationSIGGRAPH 2023->projectGermany
MGDMultimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image EditingICCV 2023papercodeItaly
EditAnythingEditAnything: Empowering Unparalleled Flexibility in Image Editing and GenerationMM 2023paperprojectChina
SketchEditSketchEdit: Mask-Free Local Image Manipulation with Partial SketchesCVPR 2022->projectUSA

Design Agent

ModelTitlePublicationPaperLinkRegion
FashionMatrixFashion Matrix: Editing Photos by Just TalkingPreprint 2023->projectChina

3D Synthesis

ModelTitlePublicationPaperLinkRegion
Garment ParticlesGarment Particles: A 2D-3D Symmetric Garment Representation for Generation and EditingSIGGRAPH 2026paperprojectJapan, USA
Garment3DGenGarment3DGen: 3D Garment Stylization and Texture Generation3DV 2025->projectUSA
En3DEn3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic DataCVPR 2024->projectChina
SewFormerTowards Garment Sewing Pattern Reconstruction from a Single ImageTOG (SIGGRAPH Asia 2023)->projectSingapore
GTAGlobal-correlated 3D-decoupling Transformer for Clothed Avatar ReconstructionNIPS 2023->projectChina
SeSDFSeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human ReconstructionCVPR 2023paper-Hong Kong
SoYShape of You: Precise 3D shape estimations for diverse body typesCVPRW 2023)paper-USA
KBodyKBody: Balanced monocular whole-body estimationCVPRW 2023)paperprojectUSA
CARHigh-Fidelity Clothed Avatar Reconstruction from a Single ImageCVPR 2023->projectChina
DIFuDIFu: Depth-Guided Implicit Function for Clothed Human ReconstructionCVPR 2023->projectSouth Korea
NeuralUDFNeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary TopologiesCVPR 2023->projectHong Kong
REC-MVREC-MV: REconstructing 3D Dynamic Cloth from Monocular VideosCVPR 2023->projectChina
Get3DHumanGet3DHuman: Lifting StyleGAN-Human into a 3D Generative Model using Pixel-aligned Reconstruction PriorsICCV2023->projectChina
HairStepHairStep: Transfer Synthetic to Real Using Strand and Depth Maps for Single-View 3D Hair ModelingCVPR 2023->projectChina
ECONECON: Explicit Clothed humans Optimized via Normal integrationCVPR 2023->projectGermany
DrapeNetDrapeNet: Garment Generation and Self-Supervised DrapingCVPR 2023->projectSwitzerland
AnchorDEFLearning Anchor Transformations for 3D Garment AnimationCVPR 2023->projectChina
CloSETCloSET: Modeling Clothed Humans on Continuous Surface with Explicit Template DecompositionCVPR 2023->projectChina
-Clothed Human Performance Capture with a Double-layer Neural Radiance FieldsCVPR 2023paper-China
HOODHOOD: Hierarchical Graphs for Generalized Modelling of Clothing DynamicsCVPR 2023->projectSwitzerland
xClothxCloth: Extracting Template-free Textured 3D Clothes from a Monocular ImageMM 2023paper-India
AvatarFusionAvatarFusion: Zero-shot Generation of Clothing-Decoupled 3D Avatars Using 2D DiffusionMM 2023paperprojectChina
Control3DControl3D: Towards Controllable Text-to-3D GenerationMM 2023paper-China
SynBodySynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and ModelingICCV 2023->projectChina
EVA3DEVA3D: Compositional 3D Human Generation from 2D Image CollectionsICLR 2023->projectSingapore
ReFUA Repulsive Force Unit for Garment Collision Handling in Neural NetworksECCV 2022->projectUSA
SNUGSNUG: Self-Supervised Neural Dynamic GarmentsCVPR 2022->projectSpain
ICONICON: Implicit Clothed humans Obtained from NormalsCVPR 2022->projectGermany
True SeamsTrue Seams:Modeling Seams in Digital GarmentsSIGGRAPH 2022->projectUSA
VirtualBonesPredicting Loose-Fitting Garment Deformations Using Bone-Driven Motion NetworksSIGGRAPH 2022->projectChina
CrossHumanCrossHuman: Learning Cross-guidance from Multi-frame Images for Human ReconstructionMM 2022paper-China
ReEFRegistering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single ImagesCVPR 2022->projectChina
PHORHUMPhotorealistic Monocular 3D Reconstruction of Humans Wearing ClothingCVPR 2022->projectUSA
NeuralTailorNeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsSIGGRAPH 2022paper-South Korea

Dynamic Synthesis

ModelTitlePublicationPaperLinkRegion
WordRobeWordRobe: Text-Guided Generation of Textured 3D GarmentsECCV 2024paperprojectIndia
CLOTH4DCLOTH4D: A Dataset for Clothed Human ReconstructionCVPR 2023->projectHong Kong
Garment4DGarment4D: Garment Reconstruction from Point Cloud SequencesNIPS 2021->projectSingapore

Buying

Trend Analysis

ModelTitlePublicationPaperLinkRegion
POPPOP: Mining POtential Performance of new fashion products via webly cross-modal query expansionECCV 2022->projectItaly
Visuelle 2.0The multi-modal universe of fast-fashion: the Visuelle 2.0 benchmarkCVPRW 2022paperprojectItaly

Knowledge Extraction

ModelTitlePublicationPaperLinkRegion
-Multimodal Fashion Knowledge Extraction as CaptioningSIGIR-AP 2023paper-Hong Kong
-Who, Where, and What to Wear?: Extracting Fashion Knowledge from Social MediaMM 2019paper-Singapore
-Describing Clothing by Semantic AttributesECCV 2012paper-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

NameFoundInfoNews
CALA2016fashion supply chain interface that unifies design, development, production, and logistics2022.11
Zalando Research2016Research2023.04 fashion assistant powered by ChatGPT
Vue.ai2016Retail AI analysis, AI avatar-
极睿 infimind2017Fashion Product Content2023.11 interview in mandarin
知衣 zhiyi2018Fashion Design Collaboration2023.08 Fashion Diffusion
LALALAND2019AI avatar, Fashion Product Content2023.08 collaborate with Browzwear-VStitcher
PatternedAi2021Pattern Design-
Dsign.Ai-Prints and Patterns Design-
AIMDE-Symmpix2023Fashion Pattern, 3D2023.11 new feature
Weshop2023AI avatar & Fashion Product Contenta subsidiary of MOGU
Wondershare VirtuLook2023AI avatar & Fashion Product Contenta subsidiary of wondershare
Pixelcut2022AI-powered editing tools(Product Content)-
CreatorKit2020AI Product Content, Videos-
DeepImage2022AI Product Content-
Unbound-personal AI business assistant-
Zeg AI2018AI Product Content, Videos, 3D Render-

Researchers

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

Contributors

wendashi

328 commits

wendashi-AI

28 commits

wendashi/Cool-GenAI-Fashion-Papers

[ACM TIST 2025] GenAI in Fashion: Overview, also includes 🔥latest papers, ⚙️metrics, 👀workshops, 🚀companies & products, ...)

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Sep 7, 2026

updated

dl.acm.org/doi/10.1145/3718098
3d
awesome-lists
clothing
collection
cool
curated
curated-list
cvpr
eccv
fashion
fashionai
fashion-tech
garment
genai
iccv
image
multimedia
siggraph
video
virtual-try-on

README

🕶️ Cool-GenAI-Fashion-Papers

Cool Maintenance PR's Welcome visitors

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
  • 2026-7, Fashion-related papers in ECCV 2026 are updated.

  • 2026-6, Fashion-related papers in SIGGRAPH 2026 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-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) ⬅️ Overview of GenAI in fashion

Table Of Content

Labels: 🏅best / 🏆oral / 🌟highlight.

ECCV 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1Re-CatVTON: Rethinking Garment Conditioning in Diffusion-based Virtual Try-OnKihyun Na, Jinyoung Choi, Injung Kimvirtual try-on, garment conditioning, diffusion models
2FitControler: Toward Fit-Aware Virtual Try-OnLu Yang, Yicheng Liu, Yanan Li, Xiang Bai, Hao Luvirtual try-on, fit-aware control, garment fit
3Self-supervised Garment Dynamics with Persistent WrinklesXiaoyuan Yang, Deshan Gong, Taku Komura, He Wanggarment dynamics, persistent wrinkles, cloth simulation
4OrthoTryOn: Geometric Orthogonalization for Conflict-Free Unified Fashion GenerationZhaotong Yang, Ying Tai, Jiahui Zhan, Yu Zheng, Jianjun Qian, Jian Yangfashion generation, virtual try-on, garment reconstruction
5DiffGI: Differentiable Geometry Images for High-Fidelity Thin-Shell 3D GenerationEungjune Shim, Hansol Lee, Eunjung Jugarment, thin-shell 3D generation, geometry images
6PhysDrape: Learning Explicit Forces and Collision Constraints for Physically Realistic Garment DrapingMinghai Chen, Mingyuan Liu, Ning Ma, Jianqing Li, Yuxiang Huangarment draping, cloth simulation, collision constraints
7Dress-ED: Instruction-Guided Editing for Virtual Try-On and Try-OffFulvio Sanguigni, Davide Lobba, Bin Ren, Marcella Cornia, Nicu Sebe, Rita Cucchiaravirtual try-on, try-off, instruction-guided editing
8Stitched Embeddings: A Unified Latent Space for 3D Garments and 2D PatternsAndrea Sanchietti, Riccardo Marin, Bharat Lal Bhatnagar, Yuanlu Xu, Gerard Pons-Moll3D garments, sewing patterns, latent space
9TripVVT: A Large-Scale Triplet Dataset and a Coarse-Mask Baseline for In-the-Wild Video Virtual Try-OnDingbao Shao, Song Wu, Shenyi Wang, Ye Wang, Ziheng Tang, Fei Liu, Jiang Lin, Xinyu Chen, Qian Wang, Ying Tai, Jian Yang, Zili Yivideo virtual try-on, triplet dataset, fashion
10FDM-MFVT: Few-step Sampling Diffusion Model for Mask-Free Virtual Try-OnJiaxin Liu, Xiaoye Liang, Lai Jiang, Mai Xu, Jun Liuvirtual try-on, diffusion models, mask-free try-on
11TryOnCrafter: Unleashing Camera Trajectories for Realistic Video Virtual Try-on via a Renderable 4D Try-on ProxyHao Sun, Hao Yan, Mengting Chen, Quanjian Song, Yu Li, Juan Cao, Jinsong Lan, Xiaoyong Zhu, Bo Zheng, Sheng Tangvideo virtual try-on, 4D try-on proxy, camera-controllable VVT
12H-Adapter: Pose-Robust Hairstyle Transfer via Attention-Derived, Source-Aligned Hair MasksSeulgi Jeong, Yunseong Cho, Sanghun Parkhairstyle transfer, diffusion models, pose-robust editing
13Layering Virtual Try OnChun Feng, Bowei Chen, Mengyi Shan, Ira Kemelmacher-Shlizermanvirtual try-on, garment layering, fashion editing
14Pro-Pose: Unpaired Full-Body Portrait Synthesis via Canonical UV MapsSandeep Mishra, Yasamin Jafarian, Andreas Lugmayr, Yingwei Li, Varsha Ramakrishnan, Srivatsan Varadharajan, Alan C. Bovik, Ira Kemelmacher-Shlizermanvirtual try-on, full-body portrait synthesis, canonical UV maps
15Reference-Free Image Quality Assessment for Virtual Try-On via Human FeedbackYuki Hirakawa, Takashi Wada, Ryotaro Shimizu, Takuya Furusawa, Yuki Saito, Ryosuke Araki, Tianwei Chen, Fan Mo, Yoshimitsu Aokivirtual try-on, image quality assessment, human feedback
16DynHair: Head Avatars with Dynamic Explicit HairVanessa Sklyarova, Haonan Chen, Berna Kabadayi, Tobias Kirschstein, Zicong Fan, Xi Wang, Gerard Pons-Moll, Matthias Nießner, Marc Pollefeys, Michael J. Black, Justus Thieshairstyle, dynamic hair, head avatars
SIGGRAPH 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1ControlTile: Controllable Texture Tiling with Transformed RoPE-Enhanced Diffusion ModelsJunrong HUANG · Zhiyuan ZHANG · Tang RUI · Hongbo FU · Jing LIAO*texture, textile, pattern design
2Efficient B-Spline Finite Elements for Cloth SimulationYuqi Meng, Yihao Shi, Kemeng Huang, Zixuan Lu, Ning Guo, Taku Komura, Yin Yang, Minchen Licloth, simulation, finite elements
3HairPort: 3D-aware Hairstyle TransferA. Heidari, A. Alimohammadi, W. Michel Pinto Lira, A. Bar-Lev, and A. Mahdavi-Amirihairstyle, 3D reconstruction, diffusion models
4Garment Particles: A 2D-3D Symmetric Garment Representation for Generation and EditingKiyohiro Nakayama, I-chao Shen, Ruofan Liu, Yiming Wang, Gordon Wetzstein, Takeo Igarashigarment generation, garment editing, 2D-3D representation
5LoBoFit: Flexible Garment Refitting via Local Bone Mapping BlendingMeng Zhang, Yu Xin, Feiya Guo, Kaizhang Kang, Mengyu Chu, Ruizhen Hugarment refitting, local bone mapping
6Learning Sewing Patterns via Latent Flow Matching of Implicit FieldsCong Cao, Ren Li, Corentin Dumery, Hao Lisewing pattern, latent flow matching, implicit fields
7PatternGSL: A Structured Specification Language for Template-Free and Simulation-Ready 3D GarmentsZhenyang Li, Lutao Jiang, Yizhou Zhao, Weikai Chen, Ying-Cong Chen, Xin Wang, Yifan Penggarment, sewing pattern, simulation-ready
8Learned Universal Interoperable Virtual Try-ONCong Cao, Xianhang Cheng, Jingyuan Liu, Yujian Zheng, Zhenhui Lin, Ren Li, Meriem Chkir, Hao Livirtual try-on, garment interoperability, geometry
9FIT: A Large-Scale Dataset for Fit-Aware Virtual Try-OnYuanhao Wang, Johanna Karras, Yingwei Li, Ira Kemelmacher-Shlizermanvirtual try-on, dataset, fit-aware
10FabricTryOn: Taming Image Editing Models for Garment Re-TexturingJun Ma, Qian He, Gaofeng He, Huang Chen, Chen Liu, Xiaogang Jin, Yin Yang, Huamin Wangvirtual try-on, garment re-texturing, image editing
11HumanFlow: Controllable Human Image Generation via Flow MatchingWenzhuo Fan, Hongsheng Zheng, Jianchi Sun, Fei Fang, Hong Ding, Chunxia Xiaohuman image generation, flow matching, virtual try-on
12High-Fidelity 4D Cloth Capture Pipeline with a Two-Level PatternAnka H. Chen, Shu Chen, Jenny Han Lin, Ziheng Liucloth capture, 4D cloth, garment pipeline
13Surface Power Diagrams for Knit Singularity PlacementRahul Mitra, Mattéo Couplet, Ruichen Liu, Jonathan Ng, Ruza Markov, William Batara Jeremiah Samosir, Megan Hofmann, Edward Chienknit, textile, geometry processing
14Interactive Yarn-level Knitwear with Nested Douglas-Rachford SplittingChun Yuan, Zixuan Lu, Haoyang Shi, Dewen Guo, Huamin Wang, Chenfanfu Jiang, Zherong Pan, Kui Wu, Yin Yangknitwear, yarn-level simulation, textile
CVPR 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1GraspALL: Adaptive Structural Compensation from Luminance Variation for Robotic Garment Grasping in Any Low-Light Conditions 🌟highlightHaifeng 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 Gaogarment
2NI-Tex: Non-isometric Image-based Garment Texture Generation 🌟highlightHui Shan, Ming Li, Haitao Yang, Kai Zheng, Sizhe Zheng, Yanwei Fu, Xiangru Huanggarment
3SwiftTailor: Efficient 3D Garment Generation with Geometry Image Representation 🌟highlightPhuc Pham, Uy Tran, Binh-Son Hua, Phong Nguyengarment
4Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and AccessoriesJunyao Hu, Zhongwei Cheng, Waikeung Wong, Xingxing Zougarment, cloth, try-on
5ReWeaver: Towards Simulation-Ready and Topology-Accurate Garment ReconstructionMing Li, Hui Shan, Kai Zheng, Chentao Shen, Siyu Liu, Yanwei Fu, Zhen Chen, Xiangru Huanggarment, clothed human
6FEAT: Fashion Editing and Try-On from Any Design 🌟highlightSoye Kwon, Keonyoung Lee, Dahuin Jung, Jaekoo Leefashion, try-on
7MOFA-VTON: More Fashion Possibilities with Fine-Grained Adaptations in Virtual Try-On 🌟highlightXiaoyu Han, Chenyang Wang, Jing Wang, Shunyuan Zheng, Quanling Meng, Shengping Zhangfashion, try-on
8MV-Fashion: Towards Enabling Virtual Try-On and Size Estimation with Multi-View Paired Data 🌟highlightHunor Laczko, Libang Jia, Phat Truong, Diego Hernández, Sergio Escalera, Jordi Gonzàlez, Meysam Madadifashion, try-on
9Clothe and PoseNakul Sharma, Aayush Bansal, Minh Vocloth
10Physical Adversarial Clothing Evades Visible-Thermal Detectors via Non-Overlapping RGB-T PatternXiaopei Zhu, Guanning Zeng, Zhanhao Hu, Jun Zhu, Xiaolin Hucloth
11BarbieGait: An Identity-Consistent Synthetic Human Dataset with Versatile Cloth-Changing for Gait RecognitionQingyuan Cai, Saihui Hou, Xuecai Hu, Yongzhen Huangcloth, clothed human
12Zero-Shot Reconstruction of Animatable 3D Avatars with Cloth Dynamics from a Single ImageJoohyun Kwon, Geonhee Sim, Gyeongsik Mooncloth, clothed human
13RefTON: Person-to-Person Virtual Try-On with Unpaired Visual ReferencesLiuzhuozheng Li, Yue Gong, Shanyuan Liu, Zanyi Wang, Dengyang Jiang, Liebucha Wu, Bo Cheng, Yuhang Ma, Dawei Leng, Yuhui Yinclothed human, try-on
14Vanast: Virtual Try-On with Human Image Animation via Synthetic Triplet Supervision 🌟highlightHyunsoo Cha, Wonjung Woo, Byungjun Kim, Hanbyul Jooclothed human, try-on
15High-Fidelity Virtual Try-On beyond Paired Data Scarcity via Diffusion-based Cycle-Consistent LearningJia Wu, Yijing Dai, Tingfeng Cao, Meiling Wu, Tao Luo, Jian Dong Zhang, Guangming Lu, Xiaoyi Zengtry-on
16Mobile-VTON: High-Fidelity On-Device Virtual Try-OnZhenchen Wan, Ce Chen, Runqi Lin, Jiaxin Huang, Tianxi Chen, Yanwu Xu, Tongliang Liu, Mingming Gongtry-on
17PG-VTON: Single-Pass Training-Free Virtual Try-On via Patch-Guided Reference AlignmentGuohao Zhao, Yuxin Pengtry-on
18PROMO: Promptable Outfitting for Efficient High-Fidelity Virtual Try-OnHaohua Chen, Tianze Zhou, Wei Zhu, Runqi Wang, Yandong Guan, Dejia Song, Yibo Chen, Xu Tang, Yao Hu, Lu Sheng, Zhiyong Wutry-on
19The devil is in the details: Enhancing Video Virtual Try-On via Keyframe-Driven Details InjectionQingdong He, Xueqin Chen, Yanjie Pan, Peng Tang, Pengcheng Xu, Zhenye Gan, Chengjie Wang, Xiaobin Hu, Jiangning Zhang, Yabiao Wangtry-on
20AvatarMix: Identity-Preserving Cross-Avatar Composition for Outfit PersonalizationZhaorong Wang, Yoshihiro Kanamori, Yuki Endooutfit personalization, clothed avatar, garment transfer
21One Model for All: Unified Try-On and Try-Off in Any Pose via LLM-Inspired Bidirectional Tweedie DiffusionJinxi Liu, Zijian He, Guangrun Wang, Guanbin Li, Liang Linvirtual try-on, try-off, diffusion models
22Eevee: Towards Close-up High-resolution Video-based Virtual Try-onJianhao Zeng, Yancheng Bai, Ruidong Chen, Xuanpu Zhang, Lei Sun, Dongyang Jin, Ryan Xu, Nannan Zhang, Dan Song, Xiangxiang Chuvideo virtual try-on, garment consistency, dataset
23Fashion130K: An E-commerce Fashion Dataset for Outfit Generation with Unified Multi-modal ConditionYu He, Ting Zhu, Yichun Liu, Lichen Ma, Xinyuan Shan, Jingling Fu, Yu Shi, Junshi Huang, Yan Lifashion dataset, outfit generation, multimodal condition
24FIRE-CIR: Fine-grained Reasoning for Composed Fashion Image RetrievalFrançois Gardères, Camille-Sovanneary Gauthier, Jean Ponce, Shizhe Chenfashion retrieval, composed image retrieval, reasoning
25Thermally Activated Dual-Modal Adversarial Clothing against AI Surveillance SystemsJiahuan Long, Tingsong Jiang, Hanqing Liu, Chao Ma, Weien Zhou, Yang Yang, Wen Yaoclothing, adversarial wearable, dual-modal camouflage
ICLR 2026-Fashion-Related-Papers
NoTitleAuthorsKey words
1GarmentGPT: Compositional Garment Pattern Generation via Discrete Latent TokenizationFangsheng Weng, Junhao Chen, Xiang Li, Jie Qin, Hanzhong Guo, ShaochunHao, Xiaoguang HanGarment, Pattern
2Anime-Ready: Controllable 3D Anime Character Generation with Body-Aligned Component-Wise Garment ModelingJiachen Qian, Hongye Yang, Youtian Lin, tianhao zhao, Hengshuang Zhao, Yao Yao, Feihu ZhangGarment
3Inverse Virtual Try-On: Generating Multi-Category Product-Style Images from Clothed IndividualsDavide Lobba, Fulvio Sanguigni, Bin Ren, Marcella Cornia, Rita Cucchiara, Nicu SebeVirtual Try-Off, Fashion, Generation, Diffusion Transformer
4Dynamic Texture Modeling of 3D Clothed Gaussian Avatars from a Single VideoSeungeun Lee, SeungJun Moon, Hah Min Lew, Ji-Su Kang, Gyeong-Moon ParkClothed Human
5UP2You: Fast Reconstruction of Yourself from Unconstrained Photo CollectionsZeyu Cai, Ziyang Li, Xiaoben Li, Boqian Li, Zeyu Wang, Zhenyu Zhang, Yuliang XiuClothed Human
6Generative Human Geometry DistributionXiangjun Tang, Biao Zhang, Peter WonkaClothed Human
7CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown ConditionsYuliang Zhan, Jian Li, Wenbing Huang, Wenbing Huang, Yang Liu, Hao SunCloth Dynamics, Simulation
NeurIPS 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1Mitigating Occlusions in Virtual Try-On via A Simple-Yet-Effective Mask-Free FrameworkChenghu Du · Shengwu Xiong · junyin Wang · Yi Rong · Shili Xiongtry-on
2ShoeFit: A New Dataset and Dual-image-stream DiT Framework for Virtual Footwear Try-OnYuhan Li · Zhiyu Jin · Yifan Tong · Wenxiang Shang · Benlei Cui · Xuanhong Chen · Ran Lin · Bingbing Nitry-on
3VTON-VLLM: Aligning Virtual Try-On Models with Human PreferencesSiqi Wan · Jingwen Chen · Qi Cai · Yingwei Pan · Ting Yao · Tao Meitry-on
4PhysDiff-VTON: Cross-Domain Physics Modeling and Trajectory Optimization for Virtual Try-OnShibin Mei · Bingbing Nitry-on
5OmniTry: Virtual Try-On Anything without MasksYutong Feng · Linlin Zhang · Hengyuan Cao · Yiming Chen · Xiaoduan Feng · Jian Cao · Yuxiong Wu · Bin Wangtry-on
6Virtual Fitting Room: Generating Arbitrarily Long Videos of Virtual Try-On from a Single ImageJunkun Chen · Aayush Bansal · Minh Vo · Yu-Xiong Wangtry-on
7SyncHuman: Synchronizing 2D and 3D Generative Models for Single-view Human ReconstructionWenyue Chen, Peng Li, Wangguandong Zheng, Chengfeng Zhao, Mengfei Li, Yaolong Zhu, Zhiyang Dou, Ronggang Wang, Yuan Liuclothed-human
SIGGRAPH Asia 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1GarmageNet: A Multimodal Generative Framework for Sewing Pattern Design and Generic Garment ModelingSiran Li, Chen Liu, Ruiyang Liu, Zhendong Wang, Gaofeng He, Yong-Lu Li, Xiaogang Jin, Huamin Wangsewing
2DreamO: A Unified Framework for Image CustomizationChong 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 Wutry-on
3One-shot Embroidery Customization via Contrastive LoRA ModulationJun Ma, Qian He, Gaofeng He, Huang Chen, Chen Liu, Xiaogang Jin, Huamin Wangstylization, embroidery
4InfiniHuman: Infinite 3D Human Creation with Precise ControlYuxuan Xue, Xianghui Xie, Margaret Kostyrko, Gerard Pons-Molltry-on, clothed human
5CHARM: Control-point-based 3D Anime Hairstyle Auto-Regressive ModelingYuze He, Yanning Zhou, Wang Zhao, Jingwen Ye, Yushi Bai, Kaiwen Xiao, Yong-Jin Liu, Zhongqian Sun, Wei Yanghairstyle
ICCV 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1CSD-VAR: Content-Style Decomposition in Visual Autoregressive ModelsQuang-Binh Nguyen · Minh Luu · Quang Nguyen · Anh Tran · Khoi Nguyenstyle
2Wasserstein Style Distribution Analysis and Transform for Stylized Image GenerationXi Yu · Xiang Gu · Zhihao Shi · Jian Sunstyle
3RAGDiffusion: Faithful Cloth Generation via External Knowledge AssimilationYuhan Li · Xianfeng Tan · Wenxiang Shang · Yubo Wu · Jian Wang · Xuanhong Chen · Yi Zhang · Zhu Hangcheng · Bingbing Nicloth
4HiGarment: Cross-modal Harmony Based Diffusion Model for Flat Sketch to Realistic Garment ImageJunyi Guo · Jingxuan Zhang · Fangyu Wu · Huanda Lu · Qiufeng Wang · Wenmian Yang · ENG LIM · Dongming Lugarment
5NGD: Neural Gradient Based Deformation for Monocular Garment ReconstructionSoham Dasgupta · Shanthika Naik · Preet Savalia · Sujay Kumar Ingle · Avinash Sharmagarment reconstruction
6AIComposer: Any Style and Content Image Composition via Feature IntegrationHaowen Li · Zhenfeng Fan · Zhang Wen · Zhengzhou Zhu · Yunjin Listyle
7LOTS of Fashion! Multi-Conditioning for Image Generation via Sketch-Text PairingFederico Girella · Davide Talon · Ziyue Liu · Zanxi Ruan · Yiming Wang · Marco Cristanifashion
8Multimodal Latent Diffusion Model for Complex Sewing Pattern GenerationShengqi Liu · Yuhao Cheng · Zhuo Chen · Xingyu Ren · Wenhan Zhu · Lincheng Li · Mengxiao Bi · Xiaokang Yang · Yichao Yansewing
9Text2Outfit: Controllable Outfit Generation with Multimodal Language ModelsYuanhao Zhai · Yen-Liang Lin · Minxu Peng · Larry Davis · Ashwin Chandramouli · Junsong Yuan · David Doermannoutfit
10LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image GenerationDonald Shenaj · Ondrej Bohdal · Mete Ozay · Pietro Zanuttigh · Umberto Michielistyle
11UnZipLoRA: Separating Content and Style from a Single ImageChang Liu · Viraj Shah · Aiyu Cui · Svetlana Lazebnikstyle
12Pose-Star: Anatomy-Aware Editing for Open-World Fashion ImagesYuran Dong · Mang Yefashion
13Any2AnyTryon: Leveraging Adaptive Position Embeddings for Versatile Virtual Clothing TasksHailong Guo · Bohan Zeng · Yiren Song · Wentao Zhang · Jiaming Liu · Chuang Zhangclothing
14All Parts Matter: A Unified Mask-Free Virtual Try-On FrameworkChenghu Du · Shengwu Xiong · Yi Rongtry-on
15Magic Insert: Style-Aware Drag-and-DropNataniel Ruiz · Yuanzhen Li · Neal Wadhwa · Yael Pritch · Michael Rubinstein · David Jacobs · Shlomi Fruchterstyle
16OmniVTON: Training-Free Universal Virtual Try-OnZhaotong Yang · Yuhui Li · Shengfeng He · Xinzhe Li · Yangyang Xu · Junyu Dong · Yong Dutry-on
17PromptDresser: Improving the Quality and Controllability of Virtual Try-On via Generative Textual Prompt and Prompt-aware MaskJeongho Kim · Hoiyeong Jin · Sunghyun Park · Jaegul Chootry-on
18Learning Implicit Features with Flow-Infused Transformations for Realistic Virtual Try-OnDelong Zhang · Qiwei Huang · Yang Sun · Yuanliu Liu · Wei-Shi Zheng · Pengfei Xiong · Wei Zhangtry-on
19Domain Generalizable Portrait Style TransferXinbo Wang · Wenju Xu · Qing Zhang · Wei-Shi Zhengstyle
18TextMaster: A Unified Framework for Realistic Text Editing via Glyph-Style Dual-ControlZhenyu Yan · Jian Wang · Aoqiang Wang · Yuhan Li · Wenxiang Shang · Zhu Hangchengstyle
19Tune-Your-Style: Intensity-tunable 3D Style Transfer with Gaussian SplattingYian Zhao · rushi ye · Ruochong Zheng · Zesen Cheng · Chaoran Feng · Jiashu Yang · Pengchong Qiao · Chang Liu · Jie Chenstyle
20SAFT: Shape and Appearance of Fabrics from Template via Differentiable Physical Simulations from Monocular VideoDavid Stotko · Reinhard Kleinfabric
21From Gallery to Wrist: Realistic 3D Bracelet Insertion in VideosChenjian Gao, Lihe Ding, Rui Han, Zhanpeng Huang, Zibin Wang, Tianfan Xuetry-on
SIGGRAPH 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1Single View Garment Reconstruction Using Diffusion Mapping Via Pattern CoordinatesRen Li, Cong Cao, Corentin Dumery, Yingxuan You, Hao Li, Pascal FuaGarment Reconstruction
2Rags2Riches: Computational Garment ReuseAnran Qi, Nico Pietroni, Maria Korosteleva, Olga Sorkine-Hornung, Adrien BousseauSewing Pattern Transfer
3GarmentImage: Raster Encoding of Garment Sewing Patterns with Diverse TopologiesYuki Tatsukawa, Anran Qi, I-Chao Shen, Takeo IgarashiGarment Reconstruction
4Dress-1-to-3: Single Image to Simulation-Ready 3D Outfit with Diffusion Prior and Differentiable PhysicsXuan Li, Chang Yu, Wenxin Du, Ying Jiang, Tianyi Xie, Yunuo Chen, Yin Yang, Chenfanfu JiangGarment Reconstruction
53D Stylization via Large Reconstruction ModelIpek Oztas, Duygu Ceylan, Aysegul DundarStyle
6FashionComposer: Compositional Fashion Image GenerationSihui Ji, Yiyang Wang, Xi Chen, Xiaogang Xu, Hao Luo, Hengshuang ZhaoTry-on
CVPR 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1Text-Driven Fashion Image Editing with Compositional Concept Learning and Counterfactual AbductionShanshan Huang · Haoxuan Li · Chunyuan Zheng · Mingyuan Ge · WeiGao · Lei Wang · Li Liufashion
2Identity-Clothing Similarity Modeling for Unsupervised Clothing Change Person Re-IdentificationZhiqi Pang · Junjie Wang · Lingling Zhao · Chunyu Wangclothing
3K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAsZiheng Ouyang · Zhen Li · Qibin Houstyle
4Geometry in Style: 3D Stylization via Surface Normal DeformationNam Anh Dinh · Itai Lang · Hyunwoo Kim · Oded Stein · Rana Hanockastyle
5Shining Yourself: High-Fidelity Ornaments Virtual Try-on with Diffusion ModelYingmao Miao · Zhanpeng Huang · Rui Han · Zibin Wang · Chenhao Lin · Chao Shentry-on
6VTON 360: High-Fidelity Virtual Try-On from Any Viewing DirectionZijian He · Yuwei Ning · Yipeng Qin · Guangrun Wang · Sibei Yang · Liang Lin · Guanbin Litry-on
7SGSST: Scaling Gaussian Splatting Style TransferBruno Galerne · Jianling WANG · Lara Raad · Jean-michel Morelstyle
8BooW-VTON: Boosting In-the-Wild Virtual Try-On via Mask-Free Pseudo Data TrainingXuanpu Zhang · Dan Song · pengxin zhan · Tianyu Chang · Jianhao Zeng · Qing-Guo Chen · Weihua Luo · An-An Liutry-on
9Pursuing Temporal-Consistent Video Virtual Try-On via Dynamic Pose InteractionDong Li · Wenqi Zhong · Wei Yu · Yingwei Pan · Dingwen Zhang · Ting Yao · Junwei Han · Tao Meitry-on
10Point-Level Visual Affordance Guided Retrieval and Adaptation for Cluttered Garments ManipulationRuihai Wu · Ziyu Zhu · Yuran Wang · Yue Chen · Jiarui Wang · Hao Donggarment, embodied
11AnyDressing: Customizable Multi-Garment Virtual Dressing via Latent Diffusion ModelsXinghui Li · Qichao Sun · Pengze Zhang · Fulong Ye · Zhichao Liao · Wanquan Feng · Songtao Zhao · Qian HEgarment, try-on
12Design2GarmentCode: Turning Design Concepts to Tangible Garments Through Program SynthesisFeng Zhou · Ruiyang Liu · chen liu · Gaofeng He · Yonglu Li · Xiaogang Jin · Huamin Wanggarment
13TexGarment: Consistent Garment UV Texture Generation via Efficient 3D Structure-Guided Diffusion TransformerJialun Liu · Jinbo Wu · Xiaobo Gao · JiaKui Hu · Bojun Xiong · Xing Liu · Chen Zhao · Hongbin Pei · Haocheng Feng · Yingying Li · Errui Ding · Jingdong Wanggarment
14StyleSSP: Sampling StartPoint Enhancement for Training-free Diffusion-based Method for Style Transfer 🌟highlightruojun xu · Weijie Xi · Xiaodi Wang · Yongbo Mao · Zach Chengstyle transfer
15ChatGarment: Garment Estimation, Generation and Editing via Large Language ModelsSiyuan Bian · Chenghao Xu · Yuliang Xiu · Artur Grigorev · Zhen Liu · Cewu Lu · Michael J. Black · Yao Fenggarment geneartion, editing, sewing pattern
16ITA-MDT: Image-Timestep-Adaptive Masked Diffusion Transformer Framework for Image-Based Virtual Try-OnJi Woo Hong · Tri Ton · Trung X. Pham · Gwanhyeong Koo · Sunjae Yoon · Chang D. Yootry-on
17AIpparel: A Large Multimodal Generative Model for Digital Garments 🌟highlightKiyohiro Nakayama · Jan Ackermann · Timur Levent Kesdogan · Yang Zheng · Maria Korosteleva · Olga Sorkine-Hornung · Leonidas Guibas · Guandao Yang · Gordon Wetzsteingarment
18Robust-MVTON: Learning Cross-Pose Feature Alignment and Fusion for Robust Multi-View Virtual Try-OnNannan Zhang · Yijiang Li · Dong Du · Zheng Chong · Zhengwentai Sun · Jianhao Zeng · Yusheng Dai · Zhenyu Xie · Hairui Zhu · Xiaoguang Hantry-on
19DeClotH: Decomposable 3D Cloth and Human Body Reconstruction from a Single ImageHyeongjin Nam · Donghwan Kim · Jeongtaek Oh · Kyoung Mu Leecloth + body reconstruction
20PGC: Physics-Based Gaussian Cloth from a Single Pose 🌟highlightMichelle Guo · Matt Jen-Yuan Chiang · Igor Santesteban · Nikolaos Sarafianos · Hsiaoyu Chen · Oshri Halimi · Aljaž Božič · Shunsuke Saito · Jiajun Wu · Karen Liu · Tuur Stuyck · Egor Larionovgarment reconstruction, simulation
21VTON-HandFit: Virtual Try-on for Arbitrary Hand Pose Guided by Hand Priors EmbeddingYujie Liang · Xiaobin Hu · Boyuan Jiang · Donghao Luo · Xu Peng · Kai WU · Chengming Xu · Wenhui Han · Taisong Jin · Chengjie Wang · Rongrong Jitry-on
22Enhancing Virtual Try-On with Synthetic Pairs and Error-Aware Noise SchedulingNannan Li · Kevin Shih · Bryan A. Plummertry-on
23GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D ReconstructionLi Zhang · mingliang xu · Jianan Wang · Qiaojun Yu · Lixin Yang · Yonglu Li · Cewu Lu · RujingWang · Liu Liugarment, 3D reconstruction
24BootComp: Controllable Human Image Generation with Personalized Multi-GarmentsYisol Choi · Sangkyung Kwak · Sihyun Yu · Hyungwon Choi · Jinwoo Shingarment, controllable image generation
25SimAvatar: Simulation-Ready Avatars with Layered Hair and ClothingXueting Li, Ye Yuan, Shalini De Mello, Gilles Daviet, Jonathan Leaf, Miles Macklin, Jan Kautz, Umar Iqbalclothing
ICLR 2025-Fashion-Related-Papers
NoTitleAuthorsKey words
1CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion ModelsZheng Chong · Xiao Dong · Haoxiang Li · shiyue Zhang · Wenqing Zhang · Hanqing Zhao · xujie zhang · Dongmei Jiang · Xiaodan Liangvirtual try-on, diffusion models
2Attributing Culture-Conditioned Generations to Pretraining CorporaHuihan Li · Arnav Goel · Keyu He · Xiang Renculture-conditioned generation, pretraining corpora
3Incorporating Visual Correspondence into Diffusion Model for Virtual Try-OnSiqi Wan · Jingwen Chen · Yingwei Pan · Ting Yao · Tao Meivirtual 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:

📊Data

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

Multi-modal[Text-Image]
NameBenchmarkPublicationTaskScale / NoteLink
Fashion-200KTable 3. Benchmarks for Fashion VLP ModelsICCV 2017Category retrieval, text-image retrieval200K fashion images with short product descriptions.dataset
FashionIQTable 3. Benchmarks for Fashion VLP ModelsCVPR 2021Text-guided image retrieval77,684 images across dresses, shirts, and tops with natural-language feedback.dataset
Image
NameBenchmarkPublicationTaskScale / NoteLink
Extended DeepFashionTable 6. Benchmarks for Fashion Image GenerationICCV 2017 / CGF 2018Image generation, redressingUpper-body DeepFashion images with text descriptions and body annotations.dataset
FashionTexTable 6. Benchmarks for Fashion Image GenerationSIGGRAPH 2023Fashion image generationProcessed DeepFashion-MultiModal resource used for generation benchmarks.dataset
PolyvoreTable 6. Benchmarks for Fashion Image GenerationACM MM 2017Outfit generation, compatibilityFashion items and outfits frequently reused for generation benchmarks.dataset
DiFashionTable 6. Benchmarks for Fashion Image GenerationSIGIR 2024Generative outfit recommendationBenchmark setting built around personalized outfit generation.dataset
iFashionTable 6. Benchmarks for Fashion Image GenerationKDD 2019Outfit recommendation, generationPre-defined outfits, fashion items, and user click behaviors.dataset
Polyvore-UTable 6. Benchmarks for Fashion Image GenerationCVPR 2019Outfit recommendation, generationPolyvore subsets with user-specific outfit/item data.dataset
Dress CodeTable 7. Benchmarks for Fashion Image EditingECCV 2022Fashion editing, virtual try-onGarment/person pairs with keypoints, segmentations, and DensePose.dataset
DFMM-SpotlightTable 7. Benchmarks for Fashion Image EditingAAAI 2024Local fashion editingRegion prompts and masks for tops, pants, outerwear, dresses, and accessories.dataset
VITONTable 8. Benchmarks for Image-Based Try-OnCVPR 2018Image-based virtual try-onFrontal-view female model and upper-body clothing image pairs.dataset
FashionTryOnTable 8. Benchmarks for Image-Based Try-OnACM MM 2019Pose-aware virtual try-onTriplets with clothing images and two human images in different poses.dataset
SAL-HGTable 8. Benchmarks for Image-Based Try-OnCVPR 2023Human-garment landmark benchmarkRe-annotated VITON/VITON-HD/DressCode images with landmarks and visibility attributes.dataset
SHHQ-1.0Table 8. Benchmarks for Image-Based Try-OnECCV 2022Full-body try-on, human parsingHigh-quality full-body images with segmentation masks, parsing labels, and 2D keypoints.dataset
UPTTable 8. Benchmarks for Image-Based Try-OnNeurIPS 2021On-body garment try-onHalf-body and full-body front-view person images with diverse garment types.dataset
VITON-HDTable 8. Benchmarks for Image-Based Try-OnCVPR 2021High-resolution virtual try-on13,679 high-resolution frontal-view woman and upper-body clothing pairs.dataset
MMDGarmentLatest Fashion-Related PapersICCV 2025Flat sketch to realistic garment image generation20,151 garment samples with photos, close-ups, text annotations, and professional flat sketches; part of the dataset is released under access restrictions.dataset
LAION-GarmentLatest Fashion-Related PapersICCV 2025Versatile image-based virtual try-onHugging Face image-text dataset with 84K rows across upper-body, lower-body, and whole-body garment categories.dataset
Garments2LookLatest Fashion-Related PapersCVPR 2026Outfit-level virtual try-on80K many-garments-to-one-look pairs with 3-12 reference garments, 40 major categories, and 300+ fine-grained subcategories.dataset
VRFLatest Fashion-Related PapersCVPR 2026Person-to-person virtual try-on with visual referencesHugging Face WebDataset with image/text modalities; 83.8K viewer rows and 657K estimated rows.dataset
3D
NameBenchmarkPublicationTaskScale / NoteLink
THuman-2.0Table 10. Benchmarks for 3D Clothed Human GenerationCVPR 20213D clothed human generationHuman scans rendered from 60 views with SMPL-X annotations.dataset
BUFFTable 10. Benchmarks for 3D Clothed Human GenerationCVPR 20173D clothed human generationTextured scans and SMPL sequences of six subjects with six outfits.dataset
DeepCapTable 10. Benchmarks for 3D Clothed Human GenerationCVPR 20203D human captureIn-the-wild clothed-human motion sequences with SMPL-style assets.dataset
DynaCapTable 10. Benchmarks for 3D Clothed Human GenerationSIGGRAPH 2021Dynamic 3D human captureMulti-camera sequences of subjects in several apparel types and motions.dataset
MonoPerfCapTable 10. Benchmarks for 3D Clothed Human GenerationTOG 2018Monocular performance captureIndoor/outdoor action sequences with varied subject clothing.dataset
LifeScansTable 10. Benchmarks for 3D Clothed Human GenerationCVPR 20193D clothed human scansStatic clothed-human scans with SMPL+D-style registration.dataset
RenderPeopleTable 10. Benchmarks for 3D Clothed Human Generation-3D human assetsCommercial 4D people assets used as clothed-human resources.dataset
AXYZTable 10. Benchmarks for 3D Clothed Human Generation-3D human assetsCommercial 3D people assets referenced as clothed-human resources.dataset
Digital WardrobeTable 12. Benchmarks for 3D Garment GenerationICCV 20193D garment generationRegistered 3D scans with SMPL body and garment segmentation labels.dataset
Deep Fashion3DTable 12. Benchmarks for 3D Garment GenerationECCV 20203D garment reconstruction563 garment items with feature lines, body poses, multiview images, and textures.dataset
GarVerse-LODTable 12. Benchmarks for 3D Garment GenerationSIGGRAPH Asia 20243D garment generationHierarchical garment dataset with multiple levels of detail.dataset
Wang et al.Table 13. Benchmarks for Sewing Pattern GenerationSIGGRAPH Asia 2018Sewing pattern generation2D sketches, garment/body parameters, and draped 3D garment shapes.dataset
Korosteleva and LeeTable 13. Benchmarks for Sewing Pattern GenerationNeurIPS 2021Sewing pattern generationGarment design variations draped over bodies with 3D models and segmentation labels.dataset
SewFactoryTable 13. Benchmarks for Sewing Pattern GenerationSIGGRAPH Asia 2023Sewing pattern generationPaired images, human pose/shape, DensePose, sewing patterns, garment meshes, depth, and normals.dataset
GarmentCodeDataTable 13. Benchmarks for Sewing Pattern GenerationECCV 2024Sewing pattern generationLarge synthetic garment set with sewing patterns, draped meshes, UV maps, and measurements.dataset
MPV-3D4.4.2 Benchmark DatasetsICCV 20213D virtual try-onPerson-clothes image pairs with associated depth maps for 3D try-on.dataset
AMASS4.4.2 Benchmark DatasetsICCV 20193D body motion for try-onBody meshes and motion data used with garment datasets for collision evaluation.dataset
TailorNet4.4.2 Benchmark DatasetsCVPR 20203D garments for try-onGarment assets paired with body meshes for body-garment collision evaluation.dataset
ReWeaver-GCD-TSLatest Fashion-Related PapersCVPR 2026Topology-accurate garment reconstruction100K+ synthetic samples with multi-view RGB images, 3D garment geometries, textured human body meshes, and annotated sewing patterns.dataset
GarmageSetLatest Fashion-Related PapersSIGGRAPH Asia 2025Generic 3D garment modeling14,801 professionally curated garments spanning major clothing categories with detailed structural and style annotations.dataset
GCD-MMLatest Fashion-Related PapersCVPR 2025Multimodal digital garment generationGarmentCodeData-Multimodal annotations for 120K+ garments with text, images, sewing patterns, and editing instructions.dataset
Dynamic[Video/3D Animation]
NameBenchmarkPublicationTaskScale / NoteLink
ReSynthTable 14. Benchmarks for 3D Clothed Human AnimationICCV 2021Clothed human animationPose-dependent clothing deformation over varied outfits and poses.dataset
ClothSeqTable 14. Benchmarks for 3D Clothed Human AnimationICCV 2021Loose-clothing animationSubjects wearing loose clothes with sequences of 500-750 frames.dataset
THuman-CloSETTable 14. Benchmarks for 3D Clothed Human AnimationCVPR 2023Clothed human animationLoose clothing, sparse poses, and challenging outfit categories.dataset
AGORATable 14. Benchmarks for 3D Clothed Human AnimationCVPR 2021Clothed human animationHigh-resolution images with ground-truth 3D bodies in natural clothing and scenes.dataset
VTOTable 15. Benchmarks for 3D Garment AnimationCGF 20193D garment animationDressed character animations with diverse motions and body shapes.dataset
VirtualBonesTable 15. Benchmarks for 3D Garment AnimationSIGGRAPH 2022Garment animationGarments driven by avatar motion under varied simulation parameters.dataset
D-LAYERSTable 15. Benchmarks for 3D Garment AnimationICCV 2023Multi-layer garment animationMulti-layered garment dynamics with human motion and random wind.dataset
CLOTH3D++Table 15. Benchmarks for 3D Garment AnimationNeurIPS 2020 Competition TrackGarment dynamicsRGBA video sequences paired with 3D data for garment dynamics.dataset
CLOTH4DTable 15. Benchmarks for 3D Garment AnimationCVPR 20234D garment animation100K+ clothed meshes, paired unclothed humans, and fashion-design-standard outfits.dataset
4D-DressTable 15. Benchmarks for 3D Garment AnimationCVPR 20244D clothed human capture64 outfits in 520 motion sequences with textured scans, SMPL-X, and garment meshes.dataset
SizerTable 17. Benchmarks for DrapingECCV 2020Garment draping100 subjects with clothing size variation and realistic cloth deformations.dataset
CLOTH3DTable 17. Benchmarks for DrapingECCV 2020Garment drapingLarge-scale 3D clothing on posed SMPL bodies with varied topology and fabric.dataset
UBC fashion videoTable 18. Benchmarks for Video-Based Virtual Try-OnBMVC 2019Video-based virtual try-on600 fashion videos with diverse clothing and high-resolution static-camera captures.dataset
TikTok datasetTable 18. Benchmarks for Video-Based Virtual Try-OnCVPR 2021Video-based virtual try-onDance videos with human masks and UV coordinates.dataset
Dance50kTable 18. Benchmarks for Video-Based Virtual Try-OnCVPR 2022Video generation, virtual try-on50K dance videos with varied poses and garment types.dataset
ViT-HDLatest Fashion-Related PapersCVPR 2026High-definition video virtual try-on15,070 high-quality video samples at 810x1080 resolution, covering 178 diverse garment styles.dataset
MV-FashionLatest Fashion-Related PapersCVPR 2026Multi-view virtual try-on, size estimation, novel view synthesis3,273 multi-view video sequences with 72.5M frames from 80 subjects and 474 outfit sets.dataset
BarbieGaitLatest Fashion-Related PapersCVPR 2026Cloth-changing synthetic human gait recognitionIdentity-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.

Overview of fAshIon (AI in fashion)

Survey

Summary developments of technology

TitlePublicationPaperKey WordRegion
Computational Technologies for Fashion Recommendation: A SurveyACM Comput. Surv.paperFashion RecommendationHong Kong
A Review of Modern Fashion Recommender SystemsACM Comput. Surv.paperFashion RecommendationItaly
A survey on Fashion Image RetrievalACM Comput. Surv.paperFashion RetrievalIndia
Appearance and Pose-Guided Human Generation: A SurveyACM Comput. Surv.paperFashion GenerationHong Kong
Analytics Applications in Fashion Supply Chain Management—A Review of Literature and PracticeIEEE Trans Eng ManagpaperFashion Supply ChainGermany

Evaluation

Evaluation protocols for specific tasks

TitlePublicationPaperLinkRegion
How Good Is Aesthetic Ability of a Fashion Model?CVPR 2022paperdatasetHong Kong
Where are my clothes? A multi-level approach for evaluating deep instance segmentation architectures on fashion imagesCVPRW 2021paper-France
Assessing Fashion Recommendations: A Multifaceted Offline Evaluation ApproachrecsysXfashion 2019paper-USA

Basic Tech

Understanding of fashion images

Vision Language

ModelTitlePublicationPaperLinkRegion
SyncMaskSyncMask: Synchronized Attentional Masking for Fashion-centric Vision-Language PretrainingCVPR 2024paper-South Korea
FAME-ViLFAME-ViL: Multi-Tasking Vision-Language Model for Heterogeneous Fashion TasksCVPR 2023->projectUK
FashionSAPFashionSAP: Symbols and Attributes Prompt for Fine-grained Fashion Vision-Language Pre-trainingCVPR 2023->projectChina
MVLTMasked Vision-language Transformer in FashionMIR 2023paper-China
OpenFashionCLIPOpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion DataICIAP 2023->projectItaly
-A fine-grained vision and language representation framework with graph-based fashion semantic knowledgeCAD/Graphics 2023paper-China
FashionCLIPContrastive language and vision learning of general fashion conceptsScientific Reports (2022)papercodeCanada
FashionViLFashion-Focused Vision-and-Language Representation LearningECCV 2022->projectUK
Kaleido-BERTKaleido-BERT: Vision-Language Pre-Training on Fashion DomainCVPR 2021paper-China

Parsing

ModelTitlePublicationPaperLinkRegion
-Progressive One-shot Human ParsingAAAI 2021paper-Sydney
SIZERSIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D ClothingECCV 2020paperprojectGermany
-Hierarchical Human Parsing With Typed Part-Relation ReasoningCVPR 2020papercodeSwitzerland
Look into PersonLook into Person: Joint Body Parsing & Pose Estimation Network and a New BenchmarkTPAMI 2019paper-China
-Surveillance Video Parsing With Single Frame SupervisionCVPR 2017paper-China
-Clothes Co-Parsing Via Joint Image Segmentation and Labeling With Application to Clothing RetrievalTMM 2016paper-China
-Parsing Based on Parselets: A Unified Deformable Mixture Model for Human ParsingTPAMI 2015paper-Singapore
-Retrieving Similar Styles to Parse ClothingTPAMI 2014paper-Japan
-Fashion Parsing with Video ContextMM 2014paper-Singapore
-Paper Doll Parsing: Retrieving Similar Styles to Parse Clothing ItemsICCV 2013paper-USA
-Fashion Parsing With Weak Color-Category LabelsTMM 2013paper-Singapore
-Parsing clothing in fashion photographsCVPR 2012paper-USA

Segmentation, Recognition

ModelTitlePublicationPaperLinkRegion
-DETR-based Layered Clothing Segmentation and Fine-Grained Attribute RecognitionCVPRW 2023paper-Hong Kong
FashionformerFashionformer: A Simple, Effective and Unified Baseline for Human Fashion Segmentation and RecognitionECCV 2022->projectChina
FashionpediaFashionpedia: Ontology, Segmentation, and an Attribute Localization DatasetECCV 2020paper-USA
-Joint Multi-Person Pose Estimation and Semantic Part SegmentationCVPR 2017paper-USA
DeepFashionDeepFashion: Powering Robust Clothes Recognition and Retrieval with Rich AnnotationsCVPR 2016paper-Hong Kong
-Who Blocks Who: Simultaneous clothing segmentation for grouping imagesICCV 2011paper-China

Detection

ModelTitlePublicationPaperLinkRegion
-Improving apparel detection with category grouping and multi-grained branchesMultimedia Tools and Applications 2022paper-USA
CoReCoRe: Color Regression for Multicolor Fashion GarmentsCVPRW 2022paper-France
-Spatial-aware non-local attention for fashion landmark detectionICME 2019paper-China
-Layout-Graph Reasoning for Fashion Landmark DetectionCVPR 2019paper-China
DeepFashion2DeepFashion2: A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing ImagesCVPR 2019paper-China
-A global-local embedding module for fashion landmark detectionICCVW 2019paper-Korea
-Unconstrained Fashion Landmark Detection via Hierarchical Recurrent Transformer NetworksMM 2017paper-Hong Kong
-Fashion Landmark Detection in the WildECCV 2016paper-Hong Kong

Pose Estimation, Tracking

ModelTitlePublicationPaperLinkRegion
GarmentTrackingGarmentTracking: Category-Level Garment Pose TrackingCVPR 2023->projectChina
GarmentNetsGarmentNets: Category-Level Pose Estimation for Garments via Canonical Space Shape CompletionICCV 2021->projectUSA

Selling

Online selling

Retrieval

ModelTitlePublicationPaperLinkRegion
M3-NetLearning Attribute and Class-Specific Representation Duet for Fine-grained Fashion AnalysisCVPR 2023paper-USA
MODCFine-grained Fashion Representation Learning by Online Deep ClusteringECCV 2022paper-USA
FashionVLPFashionVLP: Vision Language Transformer for Fashion Retrieval with FeedbackCVPR 2022paper-USA
EI-CLIPEI-CLIP: Entity-aware Interventional Contrastive Learning for E-commerce Cross-modal RetrievalCVPR 2022paper-USA
DAtRNetDAtRNet: Disentangling Fashion Attribute Embedding for Substitute Item RetrievalCVPRW 2022paper-India
UIGRUIGR: Unified Interactive Garment RetrievalCVPRW 2022papercodeUK
CIRPLANTImage Retrieval on Real-Life Images With Pre-Trained Vision-and-Language ModelsICCV 2021paper-Australia
Fashion IQFashion IQ: A New Dataset Towards Retrieving Images by Natural Language FeedbackCVPR 2021paper-USA
-Interpretable Multimodal Retrieval for Fashion ProductsMM 2018paper-Singapore
DARNCross-Domain Image Retrieval with a Dual Attribute-Aware Ranking NetworkICCV 2015paper-Singapore

Selling Agent

ModelTitlePublicationPaperLinkRegion
Fashion-GPTFashion-GPT: Integrating LLMs with Fashion Retrieval SystemLGM3A '23 (MM 2023 workshop)paper-Singapore
FashionVQAFashionVQA: A Domain-Specific Visual Question Answering SystemCVPRW 2023)paper-USA
VSEFashion-Specific Ambiguous Expression Interpretation with Partial Visual-Semantic EmbeddingCVPRW 2023)paper-Japan
-A Conversational Shopping Assistant for Online Virtual StoresMM 2022paper-Portugal

Video Generation

ModelTitlePublicationPaperLinkRegion
wFlowDressing in the Wild by Watching Dance VideosCVPR 2022->projectChina
ClothFormerClothFormer: Taming Video Virtual Try-on in All ModuleCVPR 2022->projectChina

Styling

Personal Styling

Compatibility Learning

ModelTitlePublicationPaperLinkRegion
FCBoost-NetFCBoost-Net: A Generative Network for Synthesizing Multiple Collocated Outfits via Fashion Compatibility BoostingMM 2023paper-China

Outfit Recommendation

ModelTitlePublicationPaperLinkRegion
CP-TransMatchModeling Multi-Relational Connectivity for Personalized Fashion MatchingMM 2023paper-Hong Kong
SHIFT15MSHIFT15M: Fashion-specific dataset for set-to-set matching with several distribution shiftsCVPRW 2023)papercodeJapan
BiHGHBi-directional Heterogeneous Graph Hashing towards Efficient Outfit RecommendationMM 2022paper-Australia
OutfitTransformerOutfitTransformer: Outfit Representations for Fashion RecommendationCVPRW 2022paper-USA
OutfitGANOutfitGAN: Learning Compatible Items for Generative Fashion OutfitsCVPRW 2022paper-USA
GradREC“Does it come in black?” CLIP-like models are zero-shot recommendersECNLP 5(ACL 2022 workshop)papercodeMilan

Design

Fashion Design Synthesis

ModelTitlePublicationPaperLinkRegion
StyleMeStyleMe: Towards Intelligent Fashion Generation with Designer StyleCHI 2023papercodeChina
AI ArchiveGenerative AI for Concept Creation in Footwear DesignINVITED-TALK (SIGGRAPH 2023)paper-Germany
UnitedHumanUnitedHuman: Harnessing Multi-Source Data for High-Resolution Human GenerationICCV 2023->projectChina
FreeDoMFreeDoM: Training-Free Energy-Guided Conditional Diffusion ModelICCV 2023papercodeChina
BoxDiffBoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained DiffusionICCV 2023papercodeSingapore
ControlNetAdding Conditional Control to Text-to-Image Diffusion ModelsICCV2023papercodeUSA
PromptStylerPromptStyler: Prompt-driven Style Generation for Source-free Domain GeneralizationICCV 2023->projectSouth Korea
DiffusartDiffusart: Enhancing Line Art Colorization with Conditional Diffusion ModelsCVPRW 2023paper-France
GathaGatha: Relational Loss for enhancing text-based style transferCVPRW 2023paper-USA
DiffFashionImage Reference-guided Fashion Design with Structure-aware Transfer by Diffusion ModelsCVPRW 2023papercodeChina
VectorFusionVectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion ModelsCVPR 2023->project, unofficial codeUSA
DiffSketcherDiffSketcher: Text Guided Vector Sketch Synthesis through Latent Diffusion ModelsNIPS 2023->projectChina
SGDiffSGDiff: A Style Guided Diffusion Model for Fashion SynthesisMM 2023papercodeHong Kong
FashionDiffFashionDiff: A Controllable Diffusion Model Using Pairwise Fashion Elements for Intelligent DesignMM 2023paper-China
InspirNETInspirNET: An Unsupervised Generative Adversarial Network with Controllable Fine-grained Texture Disentanglement for Fashion GenerationMM 2023paper-China
-Toward Intelligent Interactive Design: A Generation Framework Based on Cross-domain Fashion ElementsMM 2023paper-China
-Normal-guided Garment UV Prediction for Human Re-texturingCVPR 2023paper-USA
TemporalUVTemporalUV: Capturing Loose Clothing with Temporally Coherent UV CoordinatesCVPR 2022paper-Germany
ARMANIARMANI: Part-level Garment-Text Alignment for Unified Cross-Modal Fashion DesignMM 2022paper-China
AI CarpetAI Carpet: Automatic Generation of Aesthetic Carpet PatternMM 2022paper-China
Wearable ImageNetWearable ImageNet: Synthesizing Tileable Textures via Dataset DistillationCVPRW 2022paperprojectUSA
Rank in StyleRank in Style: A Ranking-based Approach to Find Interpretable DirectionsCVPRW 2022paper-Turkey

Try-On

ModelTitlePublicationPaperLinkRegion
FashionTexFashionTex: Controllable Virtual Try-on with Text and Texture.SIGGRAPH 2023papercodeChina
FreqHPTFreqHPT: Frequency-aware attention and flow fusion for Human Pose TransferCVPRW 2023)paper-China
SAL-VTONLinking Garment with Person via Semantically Associated Landmarks for Virtual Try-OnCVPR 2023paperprojectChina
TryOnDiffusionTryOnDiffusion: A Tale of Two UNetsCVPR 2023->projectUSA
GP-VTONGP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing LearningCVPR 2023->projectChina
LaDI-VTONLaDI-VTON:Latent Diffusion Textual-Inversion Enhanced Virtual Try-OnMM 2023papercodeItaly
DCI-VTONTaming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance FlowMM 2023papercodeChina
PG-VTONPG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference ParadigmTMM 2023papercodeChina
DOC-VTONOccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided MixupTMM 2023papercodeChina
-A High-resolution Image-based Virtual Try-on System in Taobao E-commerce ScenarioMM 2022paper-China
GT-MUSTGT-MUST: Gated Try-on by Learning the Mannequin-Specific TransformationMM 2022paper-China
PL-VTONProgressive Limb-Aware Virtual Try-OnMM 2022paper-China
Dress CodeDress Code: High-Resolution Multi-Category Virtual Try-OnCVPRW 2022paperprojectItaly
DBCTDual-Branch Collaborative Transformer for Virtual Try-OnCVPRW 2022paper-Italy
DP-VTONTowards Detailed Characteristic-Preserving Virtual Try-OnCVPRW 2022paper-South Korea
Flow-Style-VTONStyle-Based Global Appearance Flow for Virtual Try-OnCVPR 2022->projectUK
RT-VTONFull-Range Virtual Try-On with Recurrent Tri-Level TransformCVPR 2022->projectChina, Singapore
DGPWeakly Supervised High-Fidelity Clothing Model GenerationCVPR 2022paper-China

Editing

ModelTitlePublicationPaperLinkRegion
PatternshopPatternshop: Editing Point Patterns by Image ManipulationSIGGRAPH 2023->projectGermany
MGDMultimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image EditingICCV 2023papercodeItaly
EditAnythingEditAnything: Empowering Unparalleled Flexibility in Image Editing and GenerationMM 2023paperprojectChina
SketchEditSketchEdit: Mask-Free Local Image Manipulation with Partial SketchesCVPR 2022->projectUSA

Design Agent

ModelTitlePublicationPaperLinkRegion
FashionMatrixFashion Matrix: Editing Photos by Just TalkingPreprint 2023->projectChina

3D Synthesis

ModelTitlePublicationPaperLinkRegion
Garment ParticlesGarment Particles: A 2D-3D Symmetric Garment Representation for Generation and EditingSIGGRAPH 2026paperprojectJapan, USA
Garment3DGenGarment3DGen: 3D Garment Stylization and Texture Generation3DV 2025->projectUSA
En3DEn3D: An Enhanced Generative Model for Sculpting 3D Humans from 2D Synthetic DataCVPR 2024->projectChina
SewFormerTowards Garment Sewing Pattern Reconstruction from a Single ImageTOG (SIGGRAPH Asia 2023)->projectSingapore
GTAGlobal-correlated 3D-decoupling Transformer for Clothed Avatar ReconstructionNIPS 2023->projectChina
SeSDFSeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human ReconstructionCVPR 2023paper-Hong Kong
SoYShape of You: Precise 3D shape estimations for diverse body typesCVPRW 2023)paper-USA
KBodyKBody: Balanced monocular whole-body estimationCVPRW 2023)paperprojectUSA
CARHigh-Fidelity Clothed Avatar Reconstruction from a Single ImageCVPR 2023->projectChina
DIFuDIFu: Depth-Guided Implicit Function for Clothed Human ReconstructionCVPR 2023->projectSouth Korea
NeuralUDFNeuralUDF: Learning Unsigned Distance Fields for Multi-view Reconstruction of Surfaces with Arbitrary TopologiesCVPR 2023->projectHong Kong
REC-MVREC-MV: REconstructing 3D Dynamic Cloth from Monocular VideosCVPR 2023->projectChina
Get3DHumanGet3DHuman: Lifting StyleGAN-Human into a 3D Generative Model using Pixel-aligned Reconstruction PriorsICCV2023->projectChina
HairStepHairStep: Transfer Synthetic to Real Using Strand and Depth Maps for Single-View 3D Hair ModelingCVPR 2023->projectChina
ECONECON: Explicit Clothed humans Optimized via Normal integrationCVPR 2023->projectGermany
DrapeNetDrapeNet: Garment Generation and Self-Supervised DrapingCVPR 2023->projectSwitzerland
AnchorDEFLearning Anchor Transformations for 3D Garment AnimationCVPR 2023->projectChina
CloSETCloSET: Modeling Clothed Humans on Continuous Surface with Explicit Template DecompositionCVPR 2023->projectChina
-Clothed Human Performance Capture with a Double-layer Neural Radiance FieldsCVPR 2023paper-China
HOODHOOD: Hierarchical Graphs for Generalized Modelling of Clothing DynamicsCVPR 2023->projectSwitzerland
xClothxCloth: Extracting Template-free Textured 3D Clothes from a Monocular ImageMM 2023paper-India
AvatarFusionAvatarFusion: Zero-shot Generation of Clothing-Decoupled 3D Avatars Using 2D DiffusionMM 2023paperprojectChina
Control3DControl3D: Towards Controllable Text-to-3D GenerationMM 2023paper-China
SynBodySynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and ModelingICCV 2023->projectChina
EVA3DEVA3D: Compositional 3D Human Generation from 2D Image CollectionsICLR 2023->projectSingapore
ReFUA Repulsive Force Unit for Garment Collision Handling in Neural NetworksECCV 2022->projectUSA
SNUGSNUG: Self-Supervised Neural Dynamic GarmentsCVPR 2022->projectSpain
ICONICON: Implicit Clothed humans Obtained from NormalsCVPR 2022->projectGermany
True SeamsTrue Seams:Modeling Seams in Digital GarmentsSIGGRAPH 2022->projectUSA
VirtualBonesPredicting Loose-Fitting Garment Deformations Using Bone-Driven Motion NetworksSIGGRAPH 2022->projectChina
CrossHumanCrossHuman: Learning Cross-guidance from Multi-frame Images for Human ReconstructionMM 2022paper-China
ReEFRegistering Explicit to Implicit: Towards High-Fidelity Garment mesh Reconstruction from Single ImagesCVPR 2022->projectChina
PHORHUMPhotorealistic Monocular 3D Reconstruction of Humans Wearing ClothingCVPR 2022->projectUSA
NeuralTailorNeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsSIGGRAPH 2022paper-South Korea

Dynamic Synthesis

ModelTitlePublicationPaperLinkRegion
WordRobeWordRobe: Text-Guided Generation of Textured 3D GarmentsECCV 2024paperprojectIndia
CLOTH4DCLOTH4D: A Dataset for Clothed Human ReconstructionCVPR 2023->projectHong Kong
Garment4DGarment4D: Garment Reconstruction from Point Cloud SequencesNIPS 2021->projectSingapore

Buying

Trend Analysis

ModelTitlePublicationPaperLinkRegion
POPPOP: Mining POtential Performance of new fashion products via webly cross-modal query expansionECCV 2022->projectItaly
Visuelle 2.0The multi-modal universe of fast-fashion: the Visuelle 2.0 benchmarkCVPRW 2022paperprojectItaly

Knowledge Extraction

ModelTitlePublicationPaperLinkRegion
-Multimodal Fashion Knowledge Extraction as CaptioningSIGIR-AP 2023paper-Hong Kong
-Who, Where, and What to Wear?: Extracting Fashion Knowledge from Social MediaMM 2019paper-Singapore
-Describing Clothing by Semantic AttributesECCV 2012paper-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

NameFoundInfoNews
CALA2016fashion supply chain interface that unifies design, development, production, and logistics2022.11
Zalando Research2016Research2023.04 fashion assistant powered by ChatGPT
Vue.ai2016Retail AI analysis, AI avatar-
极睿 infimind2017Fashion Product Content2023.11 interview in mandarin
知衣 zhiyi2018Fashion Design Collaboration2023.08 Fashion Diffusion
LALALAND2019AI avatar, Fashion Product Content2023.08 collaborate with Browzwear-VStitcher
PatternedAi2021Pattern Design-
Dsign.Ai-Prints and Patterns Design-
AIMDE-Symmpix2023Fashion Pattern, 3D2023.11 new feature
Weshop2023AI avatar & Fashion Product Contenta subsidiary of MOGU
Wondershare VirtuLook2023AI avatar & Fashion Product Contenta subsidiary of wondershare
Pixelcut2022AI-powered editing tools(Product Content)-
CreatorKit2020AI Product Content, Videos-
DeepImage2022AI Product Content-
Unbound-personal AI business assistant-
Zeg AI2018AI Product Content, Videos, 3D Render-

Researchers

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

Contributors

wendashi

328 commits

wendashi-AI

28 commits