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Some Virtual Try-on (VTON) Research
最近更新：2020-10-29   |   字数总计：1.7k   |   阅读估时：10分钟   |   阅读量：次
  1. Clothing dataset
    1. Data
    2. Links
    3. Top-10 subset
    4. Acknowledgements
  2. Image-based (2D) Virtual Try-on
    1. ACCV 2020
    2. ECCV 2020
    3. CVPR 2020
    4. CVPRW 2020
    5. ICCV 2019
    6. ICCVW 2019
    7. ECCV 2018
    8. CVPR 2018
    9. Others
  • 3D Virtual Try-on
    1. ECCV 2020
    2. CVPR 2020
    3. ICCV 2019
    4. ECCV 2018
    5. CVPR 2018
    6. Others
  • 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
  • Related Repositories
    1. Pull requests are welcome!

    • 最近跟项目在做一些，虚拟试衣Virtual Try-on (VTON）的工作，记录一下调研的数据以及开源的论文以及模型。

    Clothing dataset

    Over 5,000 images of 20 different classes.

    This dataset can be freely used for any purpose, including commercial:

    For example:

    • Creating a tutorial or a course (free or paid)
    • Writing a book
    • Kaggle competitions (as an external dataset)
    • Training an internal model at any company

    Data

    The images.csv file contains:

    • image - the ID of the image (use it to load the image from images/<ID>.jpg)
    • sender_id - the ID of a person who contributed the image
    • label - the class of the image
    • kids - flag, True if it’s clothes for kids
    1
    https://www.kaggle.com/agrigorev/clothing-dataset-full/

    Top-10 subset

    Images of some classes don’t appear very often. Training a neural network to predict these classes is quite difficult — we need at least 100-200 images of each class to make a meaningful model.

    That’s why, for educational purposes, we created a subset of the full dataset that covers only the top-10 classes.

    Check it here: 

    1
    https://github.com/alexeygrigorev/clothing-dataset-small

    Examples

    1
    https://www.kaggle.com/agrigorev/collage

    Do you use this dataset somewhere? Please submit a PR with a link

    Acknowledgements

    We’d like to thank

    • Kenes Shangereyev and Tagias.com for helping with 3000 images

    • All the 32 people who contributed their images to the dataset via the forms:

      • Patricia Goldberg
    • https://www.linkedin.com/in/patricia-goldberg/

    • Everyone who supported the initiative by engaging with the announcements on social media

    It wouldn’t be possible to collect this dataset without your help!

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

    Image-based (2D) Virtual Try-on

    ACCV 2020

    • CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON - 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 (unofficial)

      CVPR 2018

    • VITON: An Image-based Virtual Try-on Network - Paper, Code/Model

      Others

    • 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
    • SieveNet: A Unified Framework for Robust Image-Based Virtual Try-On, WACV 2020 - Paper, Code/Model (unofficial)
    • 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
    • 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

    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

    • CloTH-VTON: Clothing Three-dimensional reconstruction for Hybrid image-based Virtual Try-ON, ACCV 2020 - 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
    • 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

    • Down to the Last Detail: Virtual Try-on with Detail Carving - Paper, Code/Model

    • 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

    • FW-GAN: Flow-Navigated Warping GAN for Video Virtual Try-On, ICCV 2019 - Paper
    • Unsupervised Image-to-Video Clothing Transfer, ICCVW 2019 - Paper

    Non-clothing Virtual Try-on

    • 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

    • 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

    Pull requests are welcome!

    2020-10-30 该篇文章被 Yann 打上标签: VTON

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