/awesome-virtual-try-on

A curated list of awesome research papers, projects, code, dataset, workshops etc. related to virtual try-on.

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

CVPR 2022

  • Style-Based Global Appearance Flow for Virtual Try-On - Paper, Code/Model

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

CVPR 2018

Others

  • 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

ICCV 2021

  • M3D-VTON: A Monocular-to-3D Virtual Try-On Network - Paper, Code

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

Others

  • 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

  • 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

  • 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

  • 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

  • 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

Related Conference Workshops

Related Repositories

Pull requests are welcome!