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Controllable human image generation (HIG) has numerous real-life applications.
Auto-encoding variational bayes
Diederik P Kingma and Max Welling · 2013
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Microsoft COCO: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C Lawrence Zitnick · 2014
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Deep unsupervised learning using nonequilibrium thermodynamics
Jascha Sohl-Dickstein, Eric Weiss, Niru Maheswaranathan, and Surya Ganguli · 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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Scalable person re-identification: A benchmark
Liang Zheng, Liyue Shen, Lu Tian, Shengjin Wang, Jingdong Wang, and Qi Tian · 2015
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DeepFashion: Powering robust clothes recognition and retrieval with rich annotations
Ziwei Liu, Ping Luo, Shi Qiu, Xiaogang Wang, and Xiaoou Tang · 2016
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Realtime multi-person 2D pose estimation using part affinity fields
Zhe Cao, Tomas Simon, Shih-En Wei, and Yaser Sheikh · 2017
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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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Pose guided person image generation
Liqian Ma, Xu Jia, Qianru Sun, Bernt Schiele, Tinne Tuytelaars, and Luc Van Gool · 2017
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Be your own prada: Fashion synthesis with structural coherence
Shizhan Zhu, Raquel Urtasun, Sanja Fidler, Dahua Lin, and Chen Change Loy · 2017
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Mikołaj Bińkowski, Danica J Sutherland, Michael Arbel, and Arthur Gretton · 2018
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HAKE: Human activity knowledge engine
Yong-Lu Li, Liang Xu, Xinpeng Liu, Xijie Huang, Yue Xu, Mingyang Chen, Ze Ma, Shiyi Wang, Hao-Shu Fang, and Cewu Lu · 2019
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NTU RGB+D 120: A large-scale benchmark for 3D human activity understanding
Jun Liu, Amir Shahroudy, Mauricio Perez, Gang Wang, Ling-Yu Duan, and Alex C Kot · 2019
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VTNFP: An image-based virtual try-on network with body and clothing feature preservation
Ruiyun Yu, Xiaoqi Wang, and Xiaohui Xie · 2019
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HigherHRNet: Scale-aware representation learning for bottom-up human pose estimation
Bowen Cheng, Bin Xiao, Jingdong Wang, Honghui Shi, Thomas S Huang, and Lei Zhang · 2020
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Generative adversarial networks
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2020
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Denoising diffusion probabilistic models
Jonathan Ho, Ajay Jain, and Pieter Abbeel · 2020
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Controllable person image synthesis with attribute-decomposed GAN
Yifang Men, Yiming Mao, Yuning Jiang, Wei-Ying Ma, and Zhouhui Lian · 2020
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Deep image spatial transformation for person image generation
Yurui Ren, Xiaoming Yu, Junming Chen, Thomas H Li, and Ge Li · 2020
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Denoising diffusion implicit models
Jiaming Song, Chenlin Meng, and Stefano Ermon · 2020
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HAA500: Human-centric atomic action dataset with curated videos
Jihoon Chung, Cheng-hsin Wuu, Hsuan-ru Yang, Yu-Wing Tai, and Chi-Keung Tang · 2021
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Learning semantic person image generation by region-adaptive normalization
Zhengyao Lv, Xiaoming Li, Xin Li, Fu Li, Tianwei Lin, Dongliang He, and Wangmeng Zuo · 2021
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MUST-GAN: Multi-level statistics transfer for self-driven person image generation
Tianxiang Ma, Bo Peng, Wei Wang, and Jing Dong · 2021
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BABEL: Bodies, action and behavior with English labels
Abhinanda R. Punnakkal, Arjun Chandrasekaran, Nikos Athanasiou, Alejandra Quiros-Ramirez, and Michael J. Black · 2021
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Prompt engineering for text-based generative art
Jonas Oppenlaender · 2022
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Synthesizing coherent story with auto-regressive latent diffusion models
Xichen Pan, Pengda Qin, Yuhong Li, Hui Xue, and Wenhu Chen · 2022
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Hierarchical text-conditional image generation with CLIP latents
Aditya Ramesh, Prafulla Dhariwal, Alex Nichol, Casey Chu, and Mark Chen · 2022
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Neural texture extraction and distribution for controllable person image synthesis
Yurui Ren, Xiaoqing Fan, Ge Li, Shan Liu, and Thomas H Li · 2022
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High-resolution image synthesis with latent diffusion models
Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, and Björn Ommer · 2022
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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, Gretchen Krueger, and Ilya Sutskever · 2021
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LAION-400M: Open dataset of CLIP-filtered 400 million image-text pairs
Christoph Schuhmann, Richard Vencu, Romain Beaumont, Robert Kaczmarczyk, Clayton Mullis, Aarush Katta, Theo Coombes, Jenia Jitsev, and Aran Komatsuzaki · 2021
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GODIVA: Generating open-domain videos from natural descriptions
Chenfei Wu, Lun Huang, Qianxi Zhang, Binyang Li, Lei Ji, Fan Yang, Guillermo Sapiro, and Nan Duan · 2021
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Text-guided human image manipulation via image-text shared space
Xiaogang Xu, Ying-Cong Chen, Xin Tao, and Jiaya Jia · 2021
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CT-Net: Complementary transferring network for garment transfer with arbitrary geometric changes
Fan Yang and Guosheng Lin · 2021
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Towards fine-grained human pose transfer with detail replenishing network
Lingbo Yang, Pan Wang, Chang Liu, Zhanning Gao, Peiran Ren, Xinfeng Zhang, Shanshe Wang, Siwei Ma, Xiansheng Hua, and Wen Gao · 2021
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Learning skeletal graph neural networks for hard 3d pose estimation
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TIPS: Text-induced pose synthesis
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LAION-5B: An open large-scale dataset for training next generation image-text models
Christoph Schuhmann, Romain Beaumont, Richard Vencu, Cade Gordon, Ross Wightman, Mehdi Cherti, Theo Coombes, Aarush Katta, Clayton Mullis, Mitchell Wortsman, Patrick Schramowski, Srivatsa Kundurthy, Katherine Crowson, Ludwig Schmidt, Robert Kaczmarczyk, and Jenia Jitsev · 2022
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Deciwatch: A simple baseline for 10x efficient 2d and 3d pose estimation
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Smoothnet: A plug-and-play network for refining human poses in videos
Ailing Zeng, Lei Yang, Xuan Ju, Jiefeng Li, Jianyi Wang, and Qiang Xu · 2022
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Kaiduo Zhang, Muyi Sun, Jianxin Sun, Binghao Zhao, Kunbo Zhang, Zhenan Sun, and Tieniu Tan · 2022
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Exploring dual-task correlation for pose guided person image generation
Pengze Zhang, Lingxiao Yang, Jian-Huang Lai, and Xiaohua Xie · 2022
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Cross attention based style distribution for controllable person image synthesis
Xinyue Zhou, Mingyu Yin, Xinyuan Chen, Li Sun, Changxin Gao, and Qingli Li · 2022
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Human-Art: A versatile human-centric dataset bridging natural and artificial scenes
Xuan Ju, Ailing Zeng, Jianan Wang, Qiang Xu, and Lei Zhang · 2023
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GLIGEN: Open-set grounded text-to-image generation
Yuheng Li, Haotian Liu, Qingyang Wu, Fangzhou Mu, Jianwei Yang, Jianfeng Gao, Chunyuan Li, and Yong Jae Lee · 2023
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One-stage 3d whole-body mesh recovery with component aware transformer
Jing Lin, Ailing Zeng, Haoqian Wang, Lei Zhang, and Yu Li · 2023
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Explicit box detection unifies end-to-end multi-person pose estimation
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Adding conditional control to text-to-image diffusion models
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