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Per Garment Capture and Synthesis for Real-time Virtual Try-on [article]

Toby Chong, I-Chao Shen, Nobuyuki Umetani, Takeo Igarashi
2021 arXiv   pre-print
Virtual try-on is a promising application of computer graphics and human computer interaction that can have a profound real-world impact especially during this pandemic.  ...  In this paper, we propose an alternative per garment capture and synthesis workflow to handle such rich interactions by training the model with many systematically captured images.  ...  CONCLUSION We proposed a per garment capture and synthesis workflow to support real-time virtual try-on.  ... 
arXiv:2109.04654v1 fatcat:sgmghor3nzg6ff64g3cgkzbl4i

Toward Accurate and Realistic Outfits Visualization with Attention to Details [article]

Kedan Li, Min jin Chong, Jeffrey Zhang, Jingen Liu
2021 arXiv   pre-print
virtual try-on images.  ...  Virtual try-on methods aim to generate images of fashion models wearing arbitrary combinations of garments.  ...  [41] proposed a virtual try-on method that works for multiple garments.  ... 
arXiv:2106.06593v1 fatcat:sv4jnsrpivd7djzvj6ksixucrq

PASTA-GAN++: A Versatile Framework for High-Resolution Unpaired Virtual Try-on [article]

Zhenyu Xie, Zaiyu Huang, Fuwei Zhao, Haoye Dong, Michael Kampffmeyer, Xin Dong, Feida Zhu, Xiaodan Liang
2022 arXiv   pre-print
Extensive experiments on our newly collected UnPaired virtual Try-on (UPT) dataset demonstrate the superiority of PASTA-GAN++ over existing SOTAs and its ability for controllable garment editing.  ...  Image-based virtual try-on is one of the most promising applications of human-centric image generation due to its tremendous real-world potential.  ...  Our PASTA-GAN++ is a versatile framework for unpaired virtual try-on, which supports (a) arbitrary garment try-on (e.g. upper-body, lower-body, and dresses try-on) and several types of garment editing  ... 
arXiv:2207.13475v1 fatcat:7ergtpypu5dovhwufvvkhjvl4a

Towards Scalable Unpaired Virtual Try-On via Patch-Routed Spatially-Adaptive GAN [article]

Zhenyu Xie and Zaiyu Huang and Fuwei Zhao and Haoye Dong and Michael Kampffmeyer and Xiaodan Liang
2021 arXiv   pre-print
the PAtch-routed SpaTially-Adaptive GAN (PASTA-GAN), that facilitates real-world unpaired virtual try-on.  ...  Image-based virtual try-on is one of the most promising applications of human-centric image generation due to its tremendous real-world potential.  ...  Acknowledgments and Disclosure of Funding We would like to thank all the reviewers for their constructive comments.  ... 
arXiv:2111.10544v1 fatcat:tslanypvdbfwvaxify6dcpmppa

TryOnGAN: Body-Aware Try-On via Layered Interpolation [article]

Kathleen M Lewis, Srivatsan Varadharajan, Ira Kemelmacher-Shlizerman
2021 arXiv   pre-print
We demonstrate results on high resolution 512x512 images, and extensively compare to state of the art in try-on on both latent space generated and real images.  ...  Given a pair of images-target person and garment on another person-we automatically generate the target person in the given garment.  ...  ACKNOWLEDGMENTS We thank Edo Collins, Hao Peng, Jiaming Liu, Daniel Bauman, and Blake Farmer for their support of this work.  ... 
arXiv:2101.02285v2 fatcat:o5obql5q7ja4jkhd4qsldwfgn4

Generation of Realistic Virtual Garments on Recovery Human Model

Yuxiang Zhu, Yanjun Peng
2019 Mathematical Problems in Engineering  
to put on garment with different fabrics and significantly improves the fidelity of virtual garment.  ...  However, it is not an easy task to show realistic garment on customized virtual character.  ...  Introduction Unlike physical try-on, which requires try on of several clothes before the shopper makes decision, the virtual try-on system allows shoppers to visualize what a garment might look like on  ... 
doi:10.1155/2019/5051340 fatcat:2xd7m443bnhi7l6grhherfntwe

Toward Accurate and Realistic Virtual Try-on Through Shape Matching and Multiple Warps [article]

Kedan Li, Min Jin Chong, Jingen Liu, David Forsyth
2020 arXiv   pre-print
A virtual try-on method takes a product image and an image of a model and produces an image of the model wearing the product.  ...  on the garment, and so on.  ...  Virtual try-on (VTO) maps a product to a model image. VITON [17] uses a U-Net to generate a coarse synthesis and a mask on the model where the product is presented.  ... 
arXiv:2003.10817v2 fatcat:yjai6z6x2ngjhouera2pbvlpdy

Learning to Transfer Texture From Clothing Images to 3D Humans

Aymen Mir, Thiemo Alldieck, Gerard Pons-Moll
2020 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)  
Figure 1 : Our model Pix2Surf allows to digitally map the texture of online retail store clothing images to the 3D surface of virtual garment items enabling 3D virtual try-on in real-time.  ...  Acknowledgments: We thank Bharat Lal Bhatnagar and Garvita Tiwari for in-depth discussions and assistance in our data preparation.  ...  This work is partly funded by the Deutsche Forschungsgemeinschaft (DFG) -409792180 (Emmy Noether Programme, project: Real Virtual Humans).  ... 
doi:10.1109/cvpr42600.2020.00705 dblp:conf/cvpr/MirAP20 fatcat:v3tgg2upbbbplebrsz6ygrwzka

VIRTUAL 3D KINEMATIC HUMAN MODEL PROTOTYPE

D.R. Viziteu, A. Curteza, M.L. Avadanei
2021 TEXTEH Proceedings  
With digitisation in garment engineering and virtual prototype and modelling techniques becoming more mainstream, a new generation of virtual human models starts to develop to fulfil the demand for protective  ...  For this study, we explored the possibilities of using existing software packages for virtual prototyping based on human kinematic models for functional clothing.  ...  When designing garments alongside 3D avatars, we can test the fit against flexed limbs and muscle bunches in real-time and dynamic motion, which vary the diameter and overall shape of limbs.  ... 
doi:10.35530/tt.2021.35 fatcat:upymxmuebbc2bbuzmnxszls2ra

Learning to Transfer Texture from Clothing Images to 3D Humans [article]

Aymen Mir, Thiemo Alldieck, Gerard Pons-Moll
2020 arXiv   pre-print
Our model opens the door for applications such as virtual try-on, and allows for generation of 3D humans with varied textures which is necessary for learning.  ...  In this paper, we present a simple yet effective method to automatically transfer textures of clothing images (front and back) to 3D garments worn on top SMPL, in real time.  ...  Acknowledgments: We thank Bharat Lal Bhatnagar and Garvita Tiwari for in-depth discussions and assistance in our data preparation.  ... 
arXiv:2003.02050v2 fatcat:hkmqc7kb3bdidios6crpzj4ffy

Modern Augmented Reality: Applications, Trends, and Future Directions [article]

Shervin Minaee, Xiaodan Liang, Shuicheng Yan
2022 arXiv   pre-print
Augmented reality (AR) is one of the relatively old, yet trending areas in the intersection of computer vision and computer graphics with numerous applications in several areas, from gaming and entertainment  ...  , to education and healthcare.  ...  ACKNOWLEDGMENTS We would like to thank Iasonas Kokkinos, Qi Pan, Lyric Kaplan, and Liz Markman for reviewing this work, and providing very helpful comments and suggestions.  ... 
arXiv:2202.09450v2 fatcat:x436ycnvxnhdpfdvhnxkzgbqce

Dressing in the Wild by Watching Dance Videos [article]

Xin Dong, Fuwei Zhao, Zhenyu Xie, Xijin Zhang, Daniel K. Du, Min Zheng, Xiang Long, Xiaodan Liang, Jianchao Yang
2022 arXiv   pre-print
This paper, therefore, attends to virtual try-on in real-world scenes and brings essential improvements in authenticity and naturalness especially for loose garment (e.g., skirts, formal dresses), challenging  ...  The proposed Dance50k can boost real-world virtual dressing by covering a wide variety of garments under dancing poses.  ...  This paper, therefore, attends to virtual try-on in real-world scenes and brings essential improvements in authenticity and naturalness especially for loose garment (e.g., skirts, formal dresses), challenging  ... 
arXiv:2203.15320v1 fatcat:wmbtbeerbnbtpm6ombowch25ei

Real-time virtual fitting with body measurement and motion smoothing

Umut Gültepe, Uğur Güdükbay
2014 Computers & graphics  
We present a novel virtual fitting room framework using a depth sensor, which provides a realistic fitting experience with customized motion filters, size adjustments and physical simulation.  ...  The real-time motion filters prevent unnatural artifacts due to the noise from depth sensor or selfoccluded body parts. We apply bone splitting to realistically render the body parts near the joints.  ...  time to work with a real-time 'fixed-size try-on' virtual fitting room application, and we suggest that simple body height and shoulder width measurements are sufficient.  ... 
doi:10.1016/j.cag.2014.06.001 fatcat:vs7frv57l5dbridiuoduntjjlm

Style-Based Global Appearance Flow for Virtual Try-On [article]

Sen He, Yi-Zhe Song, Tao Xiang
2022 arXiv   pre-print
Image-based virtual try-on aims to fit an in-shop garment into a clothed person image.  ...  Experiment results on a popular virtual try-on benchmark show that our method achieves new state-of-the-art performance.  ...  Once Conclusion In this paper, we have proposed a style based global appearance flow estimation method to warp the garment for virtual try-on.  ... 
arXiv:2204.01046v1 fatcat:gbdwhys4ovh3jhegvvl7okl24e

Fashion Meets Computer Vision: A Survey [article]

Wen-Huang Cheng, Sijie Song, Chieh-Yun Chen, Shintami Chusnul Hidayati, Jiaying Liu
2021 arXiv   pre-print
Fashion is the way we present ourselves to the world and has become one of the world's largest industries.  ...  For each task, the benchmark datasets and the evaluation protocols are summarized. Furthermore, we highlight promising directions for future research.  ...  For pose-guided virtual try-on, Dong et al. [29] further improved VITON and CP-VTON, which tackled the virtual try-on for different poses. Han et al.  ... 
arXiv:2003.13988v2 fatcat:ajzvyn4ck5gqxk5ht5u3mrdmba
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