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

awesome-list curated curated-list collection vton virtual-try-on image-based 2d-virtual-try-on try-on fashion

awesome-virtual-try-on's Introduction

A Curated List of Awesome Virtual Try-on (VTON) Research!

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

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

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

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

CVPR 2018

Others

  • 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, Data
  • FICE: Text-Conditioned Fashion Image Editing With Guided GAN Inversion - Paper, Code
  • OccluMix: Towards De-Occlusion Virtual Try-on by Semantically-Guided Mixup, TMM 2023 - Paper, Code
  • Taming the Power of Diffusion Models for High-Quality Virtual Try-On with Appearance Flow, ACM Multimedia 2023 - Paper, Code
  • LaDI-VTON: Latent Diffusion Textual-Inversion Enhanced Virtual Try-On, ACM Multimedia 2023 - Paper, Code
  • 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

  • ULNeF: Untangled Layered Neural Fields for Mix-and-Match Virtual Try-On - Paper, Project

WACV 2022

  • Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems - Paper

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

  • DM-VTON: Distilled Mobile Real-time Virtual Try-On, ISMAR 2023 - Paper, Code
  • Three stages of 3D virtual try-on network with appearance flow and shape field, The Visual Computer 2023 - Paper
  • Robust 3D Garment Digitization from Monocular 2D Images for 3D Virtual Try-On Systems, 2021 - 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

Mix-and-match Virtual Try-on

  • Wearing the Same Outfit in Different Ways -- A Controllable Virtual Try-on Method, WACV 2024 -Paper
  • Dressing in Order: Recurrent Person Image Generation for Pose Transfer, Virtual Try-on and Outfit Editing, ICCV 2021 -Paper, Code, Colab
  • Toward Accurate and Realistic Outfits Visualization with Attention to Details, CVPR 2021 -Paper
  • Image Based Virtual Try-on Network from Unpaired Data, CVPR 2020 - Paper, Code

In-the-wild Virtual Try-on

  • Street TryOn: Learning In-the-Wild Virtual Try-On from Unpaired Person Images -Paper, Data
  • Dressing in the Wild by Watching Dance Videos, CVPR 2022 - Paper, Project

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

Video-to-Image Virtual Try-on

  • DPV-VTON : Detail-Preserving Video-based Virtual Try-On, ICMIP 2023 - 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

Related Conference Workshops

Demos

  • Outfit Anyone-in-the-Wild - Demo, Docs
  • Outfit Anyone - Demo, Docs
  • Looklet Dressing Room Business, Demo
  • TINT platform for virtual try-on of everything face-related (makeup, glasses, earrings, jewelry, etc.) Business, Demo.

Related Repositories

Pull requests are welcome!

awesome-virtual-try-on's People

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awesome-virtual-try-on's Issues

Wrong Link Update

First of all , great work on compiling such a great resource on VTON.

One link needs to be updated,

Under the section,

Non-clothing Virtual Try-on :

This paper's
Deep Graphics Encoder for Real-Time Video Makeup Synthesis from Example, CVPRW 2021 - [Paper]

links to be updated from,

(https://openaccess.thecvf.com/content/ICCV2021/papers/Chen_FashionMirror_Co-Attention_Feature-Remapping_Virtual_Try-On_With_Sequential_Template_Poses_ICCV_2021_paper.pdf)

to

(https://arxiv.org/pdf/2105.06407.pdf)

A pull request has been created to fix this issue,

Thank You.

VTON for accessories

First of all thank you for your very nice job :)

I have seen that almost all of the VTON research focus on upper cloth VTON, and few on lower cloth, but I haven't found any about accessories (shoes, hats, watches,...). Does anyone about any work that does VTON with accessories? 😄

most recommended algorithm?

I tried using some of the mentioned codes, but none of them worked well. Is there a most recommended algorithm to reduce our trial time

Nice Work! Suggestion

Suggestion to mark whether the code base is official or a reproduction. Makes a big difference the code base was actually used to produce the paper's results, or if it's someone's unofficial attempt at reproduction of the results, which may or not be accurate.

Thanks! This list indeed is awesome.

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