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Recent character image animation methods based on diffusion models, such as Animate Anyone, have made significant progress in generating consistent and generalizable character animations.
Image quality assessment: from error visibility to structural similarity
Zhou Wang, Alan C Bovik, Hamid R Sheikh, and Eero P Simoncelli · 2004
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Image quality metrics: Psnr vs. ssim
Alain Hore and Djemel Ziou · 2010
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Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Auto-encoding variational bayes
Diederik P. Kingma and Max Welling · 2014
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Face anti-spoofing based on color texture analysis
Zinelabidine Boulkenafet, Jukka Komulainen, and Abdenour Hadid · 2015
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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Wasserstein generative adversarial networks
Martin Arjovsky, Soumith Chintala, and Léon Bottou · 2017
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Neural discrete representation learning
Aaron Van Den Oord, Oriol Vinyals, et al · 2017
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Attention is all you need
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin · 2017
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Densepose: Dense human pose estimation in the wild
Rıza Alp Güler, Natalia Neverova, and Iasonas Kokkinos · 2018
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Towards accurate generative models of video: A new metric & challenges
Thomas Unterthiner, Sjoerd Van Steenkiste, Karol Kurach, Raphael Marinier, Marcin Michalski, and Sylvain Gelly · 2018
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The unreasonable effectiveness of deep features as a perceptual metric
Richard Zhang, Phillip Isola, Alexei A Efros, Eli Shechtman, and Oliver Wang · 2018
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Everybody dance now
Caroline Chan, Shiry Ginosar, Tinghui Zhou, and Alexei A Efros · 2019
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A style-based generator architecture for generative adversarial networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
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Dwnet: Dense warp-based network for pose-guided human video generation
Polina Zablotskaia, Aliaksandr Siarohin, Bo Zhao, and Leonid Sigal · 2019
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Denoising diffusion probabilistic models
Jonathan Ho, Ajay Jain, and Pieter Abbeel · 2020
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Deep spatial transformation for pose-guided person image generation and animation
Yurui Ren, Ge Li, Shan Liu, and Thomas H Li · 2020
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Deep spatial gradient and temporal depth learning for face anti-spoofing
Zezheng Wang, Zitong Yu, Chenxu Zhao, Xiangyu Zhu, Yunxiao Qin, Qiusheng Zhou, Feng Zhou, and Zhen Lei · 2020
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Searching central difference convolutional networks for face anti-spoofing
Zitong Yu, Chenxu Zhao, Zezheng Wang, Yunxiao Qin, Zhuo Su, Xiaobai Li, Feng Zhou, and Guoying Zhao · 2020
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Learning high fidelity depths of dressed humans by watching social media dance videos
Yasamin Jafarian and Hyun Soo Park · 2021
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Motion representations for articulated animation
Aliaksandr Siarohin, Oliver J Woodford, Jian Ren, Menglei Chai, and Sergey Tulyakov · 2021
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Denoising diffusion implicit models
Jiaming Song, Chenlin Meng, and Stefano Ermon · 2021
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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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Exploring dual-task correlation for pose guided person image generation
Pengze Zhang, Lingxiao Yang, Jian-Huang Lai, and Xiaohua Xie · 2022
Demamba: Ai-generated video detection on million-scale genvideo benchmark
Haoxing Chen, Yan Hong, Zizheng Huang, Zhuoer Xu, Zhangxuan Gu, Yaohui Li, Jun Lan, Huijia Zhu, Jianfu Zhang, Weiqiang Wang, et al · 2024
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Animate anyone: Consistent and controllable image-to-video synthesis for character animation
Li Hu · 2024
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Tcan: Animating human images with temporally consistent pose guidance using diffusion models
Jeongho Kim, Min-Jung Kim, Junsoo Lee, and Jaegul Choo · 2024
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Mimo: Controllable character video synthesis with spatial decomposed modeling
Yifang Men, Yuan Yao, Miaomiao Cui, and Liefeng Bo · 2024
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Synthesizing environment-specific people in photographs
Mirela Ostrek, Carol O’Sullivan, Michael J Black, and Justus Thies · 2024
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Cited alongside, same era.
Thin-plate spline motion model for image animation
Jian Zhao and Hui Zhang · 2022
Cited alongside, same era.
Qwen-vl: A frontier large vision-language model with versatile abilities
Jinze Bai, Shuai Bai, Shusheng Yang, Shijie Wang, Sinan Tan, Peng Wang, Junyang Lin, Chang Zhou, and Jingren Zhou · 2023
Cited alongside, same era.
Magicpose: Realistic human poses and facial expressions retargeting with identity-aware diffusion
Di Chang, Yichun Shi, Quankai Gao, Hongyi Xu, Jessica Fu, Guoxian Song, Qing Yan, Yizhe Zhu, Xiao Yang, and Mohammad Soleymani · 2023
Cited alongside, same era.
Mamba: Linear-time sequence modeling with selective state spaces
Albert Gu and Tri Dao · 2023
Cited alongside, same era.
Animatediff: Animate your personalized text-to-image diffusion models without specific tuning
Yuwei Guo, Ceyuan Yang, Anyi Rao, Yaohui Wang, Yu Qiao, Dahua Lin, and Bo Dai · 2023
Cited alongside, same era.
Dreampose: Fashion video synthesis with stable diffusion
Johanna Karras, Aleksander Holynski, Ting-Chun Wang, and Ira Kemelmacher-Shlizerman · 2023
Cited alongside, same era.
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Text2place: Affordance-aware text guided human placement
Rishubh Parihar, Harsh Gupta, Sachidanand VS, and R Venkatesh Babu · 2024
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Moviecharacter: A tuning-free framework for controllable character video synthesis
Di Qiu, Zheng Chen, Rui Wang, Mingyuan Fan, Changqian Yu, Junshi Huan, and Xiang Wen · 2024
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Sam 2: Segment anything in images and videos
Nikhila Ravi, Valentin Gabeur, Yuan-Ting Hu, Ronghang Hu, Chaitanya Ryali, Tengyu Ma, Haitham Khedr, Roman Rädle, Chloe Rolland, Laura Gustafson, et al · 2024
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Invi: Object insertion in videos using off-the-shelf diffusion models
Nirat Saini, Navaneeth Bodla, Ashish Shrivastava, Avinash Ravichandran, Xiao Zhang, Abhinav Shrivastava, and Bharat Singh · 2024
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Unianimate: Taming unified video diffusion models for consistent human image animation
Xiang Wang, Shiwei Zhang, Changxin Gao, Jiayu Wang, Xiaoqiang Zhou, Yingya Zhang, Luxin Yan, and Nong Sang · 2024
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Tpc: Test-time procrustes calibration for diffusion-based human image animation
Sunjae Yoon, Gwanhyeong Koo, Younghwan Lee, and Chang D Yoo · 2024
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Addme: Zero-shot group-photo synthesis by inserting people into scenes
Dongxu Yue, Maomao Li, Yunfei Liu, Qin Guo, Ailing Zeng, Tianyu Yang, and Yu Li · 2024
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Mimicmotion: High-quality human motion video generation with confidence-aware pose guidance
Yuang Zhang, Jiaxi Gu, Li-Wen Wang, Han Wang, Junqi Cheng, Yuefeng Zhu, and Fangyuan Zou · 2024
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Dormant: Defending against pose-driven human image animation
Jiachen Zhou, Mingsi Wang, Tianlin Li, Guozhu Meng, and Kai Chen · 2024
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Sapiens: Foundation for human vision models
Rawal Khirodkar, Timur Bagautdinov, Julieta Martinez, Su Zhaoen, Austin James, Peter Selednik, Stuart Anderson, and Shunsuke Saito · 2025
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Emo: Emote portrait alive generating expressive portrait videos with audio2video diffusion model under weak conditions
Linrui Tian, Qi Wang, Bang Zhang, and Liefeng Bo · 2025
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Champ: Controllable and consistent human image animation with 3d parametric guidance
Shenhao Zhu, Junming Leo Chen, Zuozhuo Dai, Zilong Dong, Yinghui Xu, Xun Cao, Yao Yao, Hao Zhu, and Siyu Zhu · 2025
Closest in time.