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This paper introduces Virtual Try-Off (VTOFF), a novel task generating standardized garment images from single photos of clothed individuals.
Image quality assessment: from error visibility to structural similarity
Zhou Wang, A.C. Bovik, H.R. Sheikh, and E.P. Simoncelli · 2004
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Learning a blind measure of perceptual image quality
Huixuan Tang, Neel Joshi, and Ashish Kapoor · 2011
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The effects of product photographs and reputation systems on consumer behavior and product cost on ebay
Brandon Van Der Heide, Benjamin K. Johnson, and Mao H. Vang · 2013
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Deep convolutional inverse graphics network
Tejas D Kulkarni, William F Whitney, Pushmeet Kohli, and Josh Tenenbaum · 2015
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Very deep convolutional networks for large-scale image recognition
Karen Simonyan and Andrew Zisserman · 2015
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Going deeper with convolutions
Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, and Andrew Rabinovich · 2015
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Layer normalization
Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton · 2016
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Multi-view 3d models from single images with a convolutional network
Maxim Tatarchenko, Alexey Dosovitskiy, and Thomas Brox · 2016
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A note on the evaluation of generative models
Lucas Theis, Aäron van den Oord, and Matthias Bethge · 2016
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View synthesis by appearance flow
Tinghui Zhou, Shubham Tulsiani, Weilun Sun, Jitendra Malik, and Alexei A Efros · 2016
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Gans trained by a two time-scale update rule converge to a local nash equilibrium
Martin Heusel, Hubert Ramsauer, Thomas Unterthiner, Bernhard Nessler, and Sepp Hochreiter · 2017
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The conditional analogy gan: Swapping fashion articles on people images
Nikolay Jetchev and Urs Bergmann · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Lukasz Kaiser, and Illia Polosukhin · 2017
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Demystifying mmd gans
Mikołaj Bińkowski, Danica J Sutherland, Michael Arbel, and Arthur Gretton · 2018
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Viton: An image-based virtual try-on network
Xintong Han, Zuxuan Wu, Zhe Wu, Ruichi Yu, and Larry S Davis · 2018
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Multi-view to novel view: Synthesizing novel views with self-learned confidence
Shao-Hua Sun, Minyoung Huh, Yuan-Hong Liao, Ning Zhang, and Joseph J Lim · 2018
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Toward characteristic-preserving image-based virtual try-on network
Bochao Wang, Huabin Zheng, Xiaodan Liang, Yimin Chen, Liang Lin, and Meng Yang · 2018
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Multi-view image generation from a single-view
Bo Zhao, Xiao Wu, Zhi-Qi Cheng, Hao Liu, Zequn Jie, and Jiashi Feng · 2018
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Fw-gan: Flow-navigated warping gan for video virtual try-on
Haoye Dong, Xiaodan Liang, Xiaohui Shen, Bowen Wu, Bing-Cheng Chen, and Jian Yin · 2019
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A versatile benchmark for detection, pose estimation, segmentation and re-identification of clothing images
Yuying Ge, Ruimao Zhang, Lingyun Wu, Xiaogang Wang, Xiaoou Tang, and Ping Luo · 2019
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Clothflow: A flow-based model for clothed person generation
Xintong Han, Xiaojun Hu, Weilin Huang, and Matthew R Scott · 2019
Earlier work this paper cites.
Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter · 2019
Cited alongside, same era.
Image quality assessment: Unifying structure and texture similarity
Keyan Ding, Kede Ma, Shiqi Wang, and Eero P Simoncelli · 2020
Cited alongside, same era.
Creating the best first impression: Designing online product photos to increase sales
Huosong Xia, Xiaoting Pan, Yanjun Zhou, and Zuopeng Justin Zhang · 2020
Cited alongside, same era.
Tilegan: category-oriented attention-based high-quality tiled clothes generation from dressed person
Wei Zeng, Mingbo Zhao, Yuan Gao, and Zhao Zhang · 2020
Cited alongside, same era.
Viton-hd: High-resolution virtual try-on via misalignment-aware normalization
Seunghwan Choi, Sunghyun Park, Minsoo Lee, and Jaegul Choo · 2021
Cited alongside, same era.
Dressing in order: Recurrent person image generation for pose transfer, virtual try-on and outfit editing
Multi-scale attention guided pose transfer
Prasun Roy, Saumik Bhattacharya, Subhankar Ghosh, and Umapada Pal · 2023
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Sgdiff: A style guided diffusion model for fashion synthesis
Zhengwentai Sun, Yanghong Zhou, Honghong He, and PY Mok · 2023
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Ip-adapter: Text compatible image prompt adapter for text-to-image diffusion models
Hu Ye, Jun Zhang, Sibo Liu, Xiao Han, and Wei Yang · 2023
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Sigmoid loss for language image pre-training
Xiaohua Zhai, Basil Mustafa, Alexander Kolesnikov, and Lucas Beyer · 2023
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Imagen 3
Jason Baldridge, Jakob Bauer, Mukul Bhutani, Nicole Brichtova, Andrew Bunner, Kelvin Chan, et al · 2024
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Visconet: Bridging and harmonizing visual and textual conditioning for controlnet
Soon Yau Cheong, Armin Mustafa, and Andrew Gilbert · 2024
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Aiyu Cui, Daniel McKee, and Svetlana Lazebnik · 2021
Cited alongside, same era.
Parser-free virtual try-on via distilling appearance flows
Yuying Ge, Yibing Song, Ruimao Zhang, Chongjian Ge, Wei Liu, and Ping Luo · 2021
Cited alongside, same era.
Learning transferable visual models from natural language supervision
Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, et al · 2021
Cited alongside, same era.
Towards scalable unpaired virtual try-on via patch-routed spatially-adaptive gan
Zhenyu Xie, Zaiyu Huang, Fuwei Zhao, Haoye Dong, Michael Kampffmeyer, and Xiaodan Liang · 2021
Cited alongside, same era.
IQA-PyTorch: Pytorch toolbox for image quality assessment
Chaofeng Chen and Jiadi Mo · 2022
Cited alongside, same era.
Elucidating the design space of diffusion-based generative models
Tero Karras, Miika Aittala, Timo Aila, and Samuli Laine · 2022
Cited alongside, same era.
Dress code: High-resolution multi-category virtual try-on
Davide Morelli, Matteo Fincato, Marcella Cornia, Federico Landi, Fabio Cesari, and Rita Cucchiara · 2022
Cited alongside, same era.
Closest in time.
Improving diffusion models for virtual try-on
Yisol Choi, Sangkyung Kwak, Kyungmin Lee, Hyungwon Choi, and Jinwoo Shin · 2024
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Scaling rectified flow transformers for high-resolution image synthesis
Patrick Esser, Sumith Kulal, Andreas Blattmann, Rahim Entezari, Jonas Müller, Harry Saini, et al · 2024
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The power of generative marketing: Can generative ai create superhuman visual marketing content?
Jochen Hartmann, Yannick Exner, and Samuel Domdey · 2024
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Dresscode: Autoregressively sewing and generating garments from text guidance
Kai He, Kaixin Yao, Qixuan Zhang, Jingyi Yu, Lingjie Liu, and Lan Xu · 2024
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Nvist: In the wild new view synthesis from a single image with transformers
Wonbong Jang and Lourdes Agapito · 2024
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T2i-adapter: Learning adapters to dig out more controllable ability for text-to-image diffusion models
Chong Mou, Xintao Wang, Liangbin Xie, Yanze Wu, Jian Zhang, Zhongang Qi, and Ying Shan · 2024
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Advancing pose-guided image synthesis with progressive conditional diffusion models
Fei Shen, Hu Ye, Jun Zhang, Cong Wang, Xiao Han, and Wei Yang · 2024
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Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models
George Stein, Jesse Cresswell, Rasa Hosseinzadeh, Yi Sui, Brendan Ross, Valentin Villecroze, Zhaoyan Liu, Anthony L Caterini, Eric Taylor, and Gabriel Loaiza-Ganem · 2024
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Triposr: Fast 3d object reconstruction from a single image
Dmitry Tochilkin, David Pankratz, Zexiang Liu, Zixuan Huang, Adam Letts, Yangguang Li, Ding Liang, Christian Laforte, Varun Jampani, and Yan-Pei Cao · 2024
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Fashionfail: Addressing failure cases in fashion object detection and segmentation
Riza Velioglu, Robin Chan, and Barbara Hammer · 2024
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Fldm-vton: Faithful latent diffusion model for virtual try-on
Chenhui Wang, Tao Chen, Zhihao Chen, Zhizhong Huang, Taoran Jiang, Qi Wang, and Hongming Shan · 2024
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Catvton: Concatenation is all you need for virtual try-on with diffusion models
Zheng Chong, Xiao Dong, Haoxiang Li, Shiyue Zhang, Wenqing Zhang, Xujie Zhang, Hanqing Zhao, and Xiaodan Liang · 2025
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Mfp-vton: Enhancing mask-free person-to-person virtual try-on via diffusion transformer
Le Shen, Yanting Kang, Rong Huang, and Zhijie Wang · 2025
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Ootdiffusion: Outfitting fusion based latent diffusion for controllable virtual try-on
Yuhao Xu, Tao Gu, Weifeng Chen, and Chengcai Chen · 2025
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