A Curated List of Awesome Virtual Try-on (VTON) Research 
A curated list of awesome research papers, projects, code, dataset, workshops etc. related to virtual try-on (VTON).
- Image-based (2D) Virtual Try-on
- 3D Virtual Try-on
- Multi-Pose Guided Virtual Try-on
- Video Virtual Try-on
- Non-clothing Virtual Try-on
- Pose-Guided Human Synthesis
- Datasets for Virtual Try-on
- Related Conference Workshops
- Demos
- Related Repositories
Image-based (2D) Virtual Try-on
CVPR 2023
- GP-VTON: Towards General Purpose Virtual Try-on via Collaborative Local-Flow Global-Parsing Learning - Paper, Code, Project
- Linking Garment with Person via Semantically Associated Landmarks for Virtual Try-On - Paper
- TryOnDiffusion: A Tale of Two UNets - Paper, Project
NeurIPS 2022
WACV 2022
- C-VTON: Context-Driven Image-Based Virtual Try-On Network - Paper, Code/Model/Data
ECCV 2022
- Dress Code: High-Resolution Multi-Category Virtual Try-On - Paper, Code/Data
- High-Resolution Virtual Try-On with Misalignment and Occlusion-Handled Conditions - Paper, Code/Model
- Single Stage Virtual Try-on via Deformable Attention Flows - Paper, Code/Model
CVPR 2022
- Full-Range Virtual Try-On with Recurrent Tri-Level Transform - Paper, Project
- Style-Based Global Appearance Flow for Virtual Try-On - Paper, Code/Model
- Weakly Supervised High-Fidelity Clothing Model Generation - Paper, Code/Model
- Dressing in the Wild by Watching Dance Videos - Paper, Project
CVPRW 2022
- Dual-Branch Collaborative Transformer for Virtual Try-On - Paper
- Dress Code: High-Resolution Multi-Category Virtual Try-On - Paper, Code/Data
ICCV 2021
- Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing - Paper, Code
- ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors - Paper
- FashionMirror: Co-attention Feature-remapping Virtual Try-on with Sequential Template Poses - Paper
CVPR 2021
- Parser-Free Virtual Try-on via Distilling Appearance Flows - Paper, Code/Data/Model
- VITON-HD: High-Resolution Virtual Try-On via Misalignment-Aware Normalization - Paper, Code/Model
- Disentangled Cycle Consistency for Highly-realistic Virtual Try-On - Paper, Code/Data/Model
- Toward Accurate and Realistic Outfits Visualization with Attention to Details - Paper, Demo
ACCV 2020
- CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON - Paper, Project
ECCV 2020
- Do Not Mask What You Do Not Need to Mask: a Parser Free Virtual Try-On - Paper
CVPR 2020
- Towards Photo-Realistic Virtual Try-On by Adaptively Generating
↔ Preserving Image Content - Paper/Code/Data - Image Based Virtual Try-On Network From Unpaired Data - Paper
- Semantically Multi-modal Image Synthesis - Paper/Code/Model
CVPRW 2020
- CP-VTON+: Clothing Shape and Texture Preserving Image-Based Virtual Try-On - Paper/Code/Data/Model
- 3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On - Paper/Project
ICCV 2019
- VTNFP: An Image-Based Virtual Try-On Network With Body and Clothing Feature Preservation - Paper
- ClothFlow: A Flow-Based Model for Clothed Person Generation - Paper
ICCVW 2019
- UVTON: UV Mapping to Consider the 3D Structure of a Human in Image-Based Virtual Try-On Network, Paper
- LA-VITON: A Network for Looking-Attractive Virtual Try-On - Paper
- Robust Cloth Warping via Multi-Scale Patch Adversarial Loss for Virtual Try-On Framework - Paper
- Powering Virtual Try-On via Auxiliary Human Segmentation Learning - Paper
- Generating High-Resolution Fashion Model Images Wearing Custom Outfits - Paper
ECCV 2018
- Toward Characteristic-Preserving Image-based Virtual Try-On Network - Paper, Code
- SwapNet: Garment Transfer in Single View Images - Paper, Code (community contribution)
CVPR 2018
- VITON: An Image-based Virtual Try-on Network - Paper, Code/Model
Others
- Limb-Aware Virtual Try-On Network with Progressive Clothing Warping, IEEE Multimedia 2023 - Paper
- FashionTex: Controllable Virtual Try-on with Text and Texture, SIGGRAPH 2023 - Paper
- DreamPaint: Few-Shot Inpainting of E-Commerce Items for Virtual Try-On without 3D Modeling - Paper
- PG-VTON: A Novel Image-Based Virtual Try-On Method via Progressive Inference Paradigm - Paper, Code
- Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-On, BMVC 2022 - Paper, Code/Model/Data
- Probing TryOnGAN, CODS-COMAD 2022 - Paper
- FitGAN: Fit- and Shape-Realistic Generative Adversarial Networks for Fashion - Paper
- Spatial Transformation for Image Composition via Correspondence Learning - Paper
- PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-on - Paper
- Significance of Skeleton-based Features in Virtual Try-On - Paper
- You can try without visiting: a comprehensive survey on virtually try-on outfits, Multimedia Tools and Applications - Paper
- High fidelity virtual try-on network via semantic adaptation and distributed componentization, Computational Visual Media 2022 - Paper
- St-Vton: Self-Supervised Vision Transformer for Image-Based Virtual Try-On - Paper
- Photo-Realistic Virtual Try-On with Enhanced Warping Module, Advances in Intelligent Systems and Computing 2022 - Paper
- Virtual Try-On Using Augmented Reality - Paper
- WG-VITON: Wearing-Guide Virtual Try-On for Top and Bottom Clothes - Paper
- VTNCT: an image-based virtual try-on network by combining feature with pixel transformation, The Visual Computer 2022 - Paper
- RMGN: A Regional Mask Guided Network for Parser-free Virtual Try-on, IJCAI-ECAI 2022 - Paper, Code/Model/Data
- A Flow-Based Generative Network for Photo-Realistic Virtual Try-On, IEEE Access 2022 - Paper, Code/Model/Data
- An Efficient Style Virtual Try on Network for Clothing Business Industry - Paper
- Cross-category Virtual Try-on Technology Research Based on PF-AFN, ICVIP 2021 - Paper
- Virtual Try-on Network With Attribute Transformation and Local Rendering, IEEE TRANSACTIONS ON MULTIMEDIA, 2021 - Paper
- Transform, Warp, and Dress: A New Transformation-guided Model for Virtual Try-on, ACM Trans. Multimedia Comput. Commun. Appl. 2022 - Paper
- Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GAN, NeurIPS 2021. - Paper
- Arbitrary Virtual Try-On Network: Characteristics Preservation and Trade-off between Body and Clothing - Paper
- PT-VTON: an Image-Based Virtual Try-On Network with Progressive Pose Attention Transfer - Paper
- Data Augmentation using Random Image Cropping for High-resolution Virtual Try-On (VITON-CROP) - Paper
- Per Garment Capture and Synthesis for Real-time Virtual Try-on, UIST 2021 - Paper, Project
- WAS-VTON: Warping Architecture Search for Virtual Try-on Network - Paper, Code/Model
- Shape Controllable Virtual Try-on for Underwear Models - Paper
- Cloth Interactive Transformer for Virtual Try-On - Paper, Code/Model
- CloTH-VTON+: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON, IEEE Access 2021 - Paper, Project
- VITON-GT: An Image-based Virtual Try-On Model with Geometric Transformations, ICPR 2020 - Paper
- TryOnGAN: Body-Aware Try-On via Layered Interpolation, SIGGRAPH 2021 - Paper/Project
- VOGUE: Try-On by StyleGAN Interpolation Optimization - Paper/Project
- Deep Virtual Try-on with Clothes Transform, ICS 2018 - Paper, Code
- NDNet: Natural Deformation Of Apparel For Better Virtual Try-On Experience, ACM SAC 2021
- Keypoints-Based 2D Virtual Try-on Network System, JAKO 2020 - Paper
- Virtual Try-On With Generative Adversarial Networks: A Taxonomical Survey - Book chapter
- LGVTON: A Landmark Guided Approach to Virtual Try-On - Paper, Code
- SieveNet: A Unified Framework for Robust Image-Based Virtual Try-On, WACV 2020 - Paper, Code/Model (community contribution)
- GarmentGAN: Photo-realistic Adversarial Fashion Transfer - Paper
- Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps - Paper
- FashionFit Analysis of Mapping 3D Pose and neural body fit for custom virtual try-on, IEEE Access 2020 - Paper
- Inpainting-Based Virtual Try-on Network for Selective Garment Transfer, IEEE Access 2019 - Paper
- SP-VITON: shape-preserving image-based virtual try-on network, Multimedia Tools and Applications 2019 - Paper
- VITON-GAN: Virtual Try-on Image Generator Trained with Adversarial Loss, Eurographics 2019 Posters - Paper, Code/Model
- Image-Based Virtual Try-on Network with Structural Coherence, ICIP 2019 - Paper
- End-to-End Learning of Geometric Deformations of Feature Maps for Virtual Try-On - Paper
- M2E-Try On Net: Fashion from Model to Everyone - Paper
3D Virtual Try-on
NeurIPS 2022
WACV 2022
- Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems - Paper
ICCV 2021
CVPR 2021
- Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-On - Paper, Project, Code
ECCV 2020
- BCNet: Learning Body and Cloth Shape from A Single Image - Paper, Code/Data
- GAN-based Garment Generation Using Sewing Pattern Images - Paper/Code/Model/Data
- Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images - Paper/Data
- SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing - Paper/Code/Data
- CLOTH3D: Clothed 3D Humans - Paper
CVPR 2020
- Learning to Transfer Texture from Clothing Images to 3D Humans - Paper/Code
- TailorNet: Predicting Clothing in 3D as a Function of Human Pose, Shape and Garment Style - Paper/Code/Data
- Learning to Dress 3D People in Generative Clothing - Paper/Code/Data
ICCV 2019
- Multi-Garment Net: Learning to Dress 3D People from Images - Paper/Code/Data
- 3DPeople: Modeling the Geometry of Dressed Humans - Paper
- GarNet: A Two-Stream Network for Fast and Accurate 3D Cloth Draping - Paper/Data
ECCV 2018
- DeepWrinkles: Accurate and Realistic Clothing Modeling - Paper
CVPR 2018
- Video Based Reconstruction of 3D People Models - Paper/Code/Data
Others
- Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems - Paper
- REALISTIC MONOCULAR-TO-3D VIRTUAL TRY-ON VIA MULTI-SCALE CHARACTERISTICS CAPTURE, ICASSP 2022 - Paper
- Point-Based Modeling of Human Clothing - Paper
- CloTH-VTON+: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON, IEEE Access 2021 - Paper, Project
- Physically Based Neural Simulator for Garment Animation - Paper
- GarNet++: Improving Fast and Accurate Static3D Cloth Draping by Curvature Loss, IEEE T-PAMI, 2020 - Paper
- DeepCloth: Neural Garment Representation for Shape and Style Editing - Paper
- CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON, ACCV 2020 - Paper, Project
- Fully Convolutional Graph Neural Networks for Parametric Virtual Try-On, ACM SCA 2020 - Paper/Project
- DeePSD: Automatic Deep Skinning And Pose Space Deformation For 3D Garment Animation - Paper
- 3D Reconstruction of Clothes using a Human Body Model and its Application to Image-based Virtual Try-On, CVPRW 2020 - Paper/Project
- Learning-Based Animation of Clothing for Virtual Try-On, Eurographics 2019 - Paper/Project, Code
- Learning an Intrinsic Garment Space for Interactive Authoring of Garment Animation, SIGGRAPH Asia 2019 - Paper/Code
- 3D Virtual Garment Modeling from RGB Images, ISMAR 2019 - Paper
- Deep Garment Image Matting for a Virtual Try-on System, ICCVW 2019 - Paper
- Learning a Shared Shape Space for Multimodal Garment Design, SIGGRAPH Asia 2018 - Paper/Code/Data
- Detailed Garment Recovery from a Single-View Image, ACM TOG 2018 - Paper
- ClothCap: Seamless 4D Clothing Capture and Retargeting, SIGGRAPH 2017 - Paper
- Virtual Try-On through Image-Based Rendering, IEEE T-VCG 2013 - Paper
- Markerless Garment Capture, ACM TOG 2008 - Paper/Data
Multi-Pose Guided Virtual Try-on
- CF-VTON: Multi-Pose Virtual Try-on with Cross-Domain Fusion, ICASSP 2023 - Paper
- Multiple Pose Virtual Try-On Based on 3D Clothing Reconstruction, IEEE Access 2021 - Paper
- SPG-VTON: Semantic Prediction Guidance for Multi-pose Virtual Try-on - Paper
- Down to the Last Detail: Virtual Try-on with Fine-grained Details, ACM MM 2020 - Paper, Code/Model, ArXiv
- Towards Multi-pose Guided Virtual Try-on Network, ICCV 2019 - Paper, Code
- FIT-ME: IMAGE-BASED VIRTUAL TRY-ON WITH ARBITRARY POSES, ICIP 2019 - Paper
- Virtually Trying on New Clothing with Arbitrary Poses, ACM MM 2019 - Paper
- FashionOn: Semantic-guided Image-based Virtual Try-on with Detailed Human and Clothing Information, ACM MM 2019 - Paper
Video Virtual Try-on
- ClothFormer: Taming Video Virtual Try-on in All Module, CVPR 2022 - Paper, Code, Project
- MV-TON: Memory-based Video Virtual Try-on network, ACM MM 2021 - Paper
- ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on, WACV 2021 Workshop - Project/Paper/Code
- FW-GAN: Flow-Navigated Warping GAN for Video Virtual Try-On, ICCV 2019 - Paper
- Unsupervised Image-to-Video Clothing Transfer, ICCVW 2019 - Paper
- Garment Replacement in Monocular Video Sequences, ACM TOG 2014 - Paper
Non-clothing Virtual Try-on
- Real-time Virtual-Try-On from a Single Example Image through Deep Inverse Graphics and Learned Differentiable Renderers, EUROGRAPHICS 2022 - Paper
- ARShoe: Real-Time Augmented Reality Shoe Try-on System on Smartphones, ACM Multimedia 2021 - Paper
- Deep Graphics Encoder for Real-Time Video Makeup Synthesis from Example, CVPRW 2021 - Paper
- FITTINTM - Online 3D Shoe Try-on, 3DBODY.TECH 2020 - Paper
- CA-GAN: Weakly Supervised Color Aware GAN for Controllable Makeup Transfer - Paper
- Regularized Adversarial Training for Single-Shot Virtual Try-On, ICCVW 2019 - Paper
- Disentangled Makeup Transfer with Generative Adversarial Network - Paper
- PIVTONS: Pose Invariant Virtual Try-On Shoe with Conditional Image Completion, ACCV 2018 - Paper
- Virtual Try-on of Eyeglasses using 3D Model of the Head - Paper
- A MIXED REALITY SYSTEM FOR VIRTUAL GLASSES TRY-ON - Paper
- A virtual try-on system in augmented reality using RGB-D cameras for footwear personalization - Paper
Pose-Guided Human Synthesis
- Cross Attention Based Style Distribution for Controllable Person Image Synthesis, ECCV 2022 - Paper
- InsetGAN for Full-Body Image Generation, CVPR 2022. - Paper, Project
- Dressing in the Wild by Watching Dance Videos, CVPR 2022 - Paper, Project
- Pose with Style: Detail-Preserving Pose-Guided Image Synthesis with Conditional StyleGAN, SIGGRAPH Asia 2021 - Paper, Project
- PoNA: Pose-Guided Non-Local Attention for Human Pose Transfer, IEEE T-IP 2020 - Paper
- Pose-Guided High-Resolution Appearance Transfer via Progressive Training - Paper
- Recapture as You Want - Paper
- Generating Person Images with Appearance-aware Pose Stylizer, IJCAI 2020 - Paper, Code
- Controllable Person Image Synthesis with Attribute-Decomposed GAN, CVPR 2020 - Paper, Code
- Deep Image Spatial Transformation for Person Image Generation, CVPR 2020 - Paper, Code
- Neural Pose Transfer by Spatially Adaptive Instance Normalization, CVPR 2020 - Paper, Code
- Guided Image-to-Image Translation with Bi-Directional Feature Transformation, ICCV 2019 - Paper, Code
- Liquid Warping GAN: A Unified Framework for Human Motion Imitation, Appearance Transfer and Novel View Synthesis, ICCV 2019 - Paper, Code
- ClothFlow: A Flow-Based Model for Clothed Person Generation, ICCV 2019 - Paper
- Progressive Pose Attention for Person Image Generation, CVPR 2019 - Paper, Code
- Dense Intrinsic Appearance Flow for Human Pose Transfer, CVPR 2019 - Paper, Code
- Unsupervised Person Image Generation with Semantic Parsing Transformation, CVPR 2019, TPAMI 2020 - Paper, Code
- Pose Guided Fashion Image Synthesis Using Deep Generative Model - Paper
- Synthesizing Images of Humans in Unseen Poses, CVPR 2018 - Paper, Code
- Soft-Gated Warping-GAN for Pose-Guided Person Image Synthesis, NeurIPS 2018 - Paper
- Deformable GANs for Pose-based Human Image Generation, CVPR 2018 - Paper
- Pose-Normalized Image Generation for Person Re-identification, ECCV 2018 - Paper
- Disentangled Person Image Generation, CVPR 2018 - Paper/Code/Data
- A Variational U-Net for Conditional Appearance and Shape Generation, CVPR 2018 - Paper, Code
- Human Appearance Transfer, CVPR 2018 - Paper
- Pose guided person image generation, NeurIPS 2017 - Paper, Code
Datasets for Virtual Try-on
- DressCode - Download, Paper
- VITON-HD - Download, Project
- VITON - Download, Paper
- MPV - Download, Paper
- Deep Fashion3D - Paper
- DeepFashion MultiModal - Download
- Digital Wardrobe - Download/Paper/Project
- TailorNet Dataset - Download, Project
- CLOTH3D - Paper
- 3DPeople - Project
- THUman Dataset - Project
- Garment Dataset, Wang et al. 2018 - Project
Related Conference Workshops
- Workshop on Computer Vision for Fashion, Art and Design: CVPR 2022, CVPR 2021, CVPR 2020, ICCV 2019, ECCV 2018
- Workshop on Towards Human-Centric Image/Video Synthesis: CVPR 2020, CVPR 2019
Demos
Related Repositories
- awesome-fashion-ai
- Cool Fashion Papers
- Clothes-3D
- Awesome 3D Human
- Awesome 3D reconstruction list
- Human Body Reconstruction
- Awesome 3D Body Papers
- Awesome pose transfer