A Curated List of Awesome Virtual Try-on (VTON) Research! <img src='awesome.png' width='37'>

A curated list of awesome research papers, projects, code, datasets, workshops, etc. related to virtual try-on (VTON).

Prompt-based Virtual Try-on
Image-based (2D) Virtual Try-on
3D Virtual Try-on
Mix-and-match Virtual Try-On
In-the-wild 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

Prompt-based Virtual Try-on

ControlNet

ControlNet - Hint: Use the clothing image as the image input and provide the human description in the text prompt or vice versa.
EditAnything - Hint: Use a reference fashion image as input and provide your desired changes in the text prompt.

Stable-Diffusion

Stable-DreamFusion - Hint: Use the Image-conditioned 3D Generation option to edit your fashion images.
ThreeStudio - Hint: Use different models for generating output from the image-conditioned text prompts for fashion image editing.

Image-based (2D) Virtual Try-on

CVPR 2024

StableVITON: Learning Semantic Correspondence with Latent Diffusion Model for Virtual Try-On - Project, Code/Data/Model
CAT-DM: Controllable Accelerated Virtual Try-on with Diffusion Model - Paper, Project
Texture-Preserving Diffusion Models for High-Fidelity Virtual Try-On - Project/Code
PICTURE: PhotorealistIC virtual Try-on from UnconstRained dEsigns - Project/Code
M&M VTO: Multi-Garment Virtual Try-On and Editing - Project

AAAI 2024

Towards Squeezing-Averse Virtual Try-On via Sequential Deformation - Paper, Code

WACV 2024

Wearing the Same Outfit in Different Ways -- A Controllable Virtual Try-on Method - Paper
GC-VTON: Predicting Globally Consistent and Occlusion Aware Local Flows with Neighborhood Integrity Preservation for Virtual Try-on - Paper

ICCV 2023

Multimodal Garment Designer: Human-Centric Latent Diffusion Models for Fashion Image Editing - Paper, Code
Size Does Matter: Size-aware Virtual Try-on via Clothing-oriented Transformation Try-on Network - Paper, Code
Virtual Try-On with Pose-Garment Keypoints Guided Inpainting - Paper, Code

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

Towards Hard-pose Virtual Try-on via 3D-aware Global Correspondence Learning - Paper, Project

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, Colab
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

CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models - Paper, Code
IMAGDressing-v1: Customizable Virtual Dressing - Demo, code, Project
Magic Clothing: Controllable Garment-Driven Image Synthesis - Paper, Code
IDM-VTON: Improving Diffusion Models for Authentic Virtual Try-on in the Wild - Demo, Paper, Project
OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on - Code
Outfit Anyone: Ultra-high quality virtual try-on for Any Clothing and Any Person - Project
Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images -Paper,