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While existing methods for 3D face reconstruction from in-the-wild images excel at recovering the overall face shape, they commonly miss subtle, extreme, asymmetric, or rarely observed expressions.
A morphable model for the synthesis of 3D faces
Volker Blanz and Thomas Vetter · 1999
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Face identification across different poses and illuminations with a 3D morphable model
Volker Blanz, Sami Romdhani, and Thomas Vetter · 2002
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Estimating 3D shape and texture using pixel intensity, edges, specular highlights, texture constraints and aprior
Sami Romdhani and Thomas Vetter · 2005
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A 3d face model for pose and illumination invariant face recognition
Pascal Paysan, Reinhard Knothe, Brian Amberg, Sami Romdhani, and Thomas Vetter · 2009
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Inverse rendering of faces with a 3d morphable model
Oswald Aldrian and William AP Smith · 2012
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The uncanny valley [from the field]
Masahiro Mori, Karl F MacDorman, and Norri Kageki · 2012
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Facewarehouse: A 3d facial expression database for visual computing
Chen Cao, Yanlin Weng, Shun Zhou, Yiying Tong, and Kun Zhou · 2013
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Realtime facial animation with on-the-fly correctives
Hao Li, Jihun Yu, Yuting Ye, and Chris Bregler · 2013
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Review of statistical shape spaces for 3D data with comparative analysis for human faces
Alan Brunton, Augusto Salazar, Timo Bolkart, and Stefanie Wuhrer · 2014
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Displaced dynamic expression regression for real-time facial tracking and animation
Chen Cao, Qiming Hou, and Kun Zhou · 2014
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Deep learning face attributes in the wild
Ziwei Liu, Ping Luo, Xiaogang Wang, and Xiaoou Tang · 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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Real-time expression transfer for facial reenactment
Justus Thies, Michael Zollhöfer, Matthias Nießner, Levi Valgaerts, Marc Stamminger, and Christian Theobalt · 2015
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Image-to-image translation with conditional adversarial networks
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A. Efros · 2016
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Perceptual losses for real-time style transfer and super-resolution
Justin Johnson, Alexandre Alahi, and Li Fei-Fei · 2016
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3D face reconstruction by learning from synthetic data
E. Richardson, M. Sela, and R. Kimmel · 2016
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The perspective face shape ambiguity
William AP Smith · 2016
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Face alignment across large poses: A 3D solution
Xiangyu Zhu, Zhen Lei, Xiaoming Liu, Hailin Shi, and Stan Z. Li · 2016
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Densereg: Fully convolutional dense shape regression in-the-wild
Riza Alp Guler, George Trigeorgis, Epameinondas Antonakos, Patrick Snape, Stefanos Zafeiriou, and Iasonas Kokkinos · 2017
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Fitting a 3D morphable model to edges: A comparison between hard and soft correspondences
Anil Bas, William A. P. Smith, Timo Bolkart, and Stefanie Wuhrer · 2017
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3d face morphable models” in-the-wild”
James Booth, Epameinondas Antonakos, Stylianos Ploumpis, George Trigeorgis, Yannis Panagakis, and Stefanos Zafeiriou · 2017
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How far are we from solving the 2d & 3d face alignment problem?(and a dataset of 230,000 3d facial landmarks)
Adrian Bulat and Georgios Tzimiropoulos · 2017
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End-to-end 3D face reconstruction with deep neural networks
Pengfei Dou, Shishir K. Shah, and Ioannis A. Kakadiaris · 2017
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Large pose 3D face reconstruction from a single image via direct volumetric CNN regression
Aaron S Jackson, Adrian Bulat, Vasileios Argyriou, and Georgios Tzimiropoulos · 2017
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Learning a model of facial shape and expression from 4D scans
Tianye Li, Timo Bolkart, Michael. J. Black, Hao Li, and Javier Romero · 2017
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Dense face alignment
Yaojie Liu, Amin Jourabloo, William Ren, and Xiaoming Liu · 2017
Earlier work this paper cites.
Affectnet: A database for facial expression, valence, and arousal computing in the wild
Ali Mollahosseini, Behzad Hasani, and Mohammad H Mahoor · 2017
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Unrestricted facial geometry reconstruction using image-to-image translation
Matan Sela, Elad Richardson, and Ron Kimmel · 2017
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MoFA: Model-based deep convolutional face autoencoder for unsupervised monocular reconstruction
Ayush Tewari, Michael Zollöfer, Hyeongwoo Kim, Pablo Garrido, Florian Bernard, Patrick Perez, and Christian Theobalt · 2017
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Regressing robust and discriminative 3D morphable models with a very deep neural network
Anh Tuan Tran, Tal Hassner, Iacopo Masi, and Gerard Medioni · 2017
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Unpaired image-to-image translation using cycle-consistent adversarial networks
Jun-Yan Zhu, Taesung Park, Phillip Isola, and Alexei A. Efros · 2017
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Lrs3-ted: a large-scale dataset for visual speech recognition
Triantafyllos Afouras, Joon Son Chung, and Andrew Zisserman · 2018
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3D reconstruction of “in-the-wild” faces in images and videos
James Booth, Anastasios Roussos, Evangelos Ververas, Epameinondas Antonakos, Stylianos Ploumpis, Yannis Panagakis, and Stefanos Zafeiriou · 2018
Cited alongside, same era.
Vggface2: A dataset for recognising faces across pose and age
Qiong Cao, Li Shen, Weidi Xie, Omkar M Parkhi, and Andrew Zisserman · 2018
Cited alongside, same era.
ExpNet: Landmark-free, deep, 3D facial expressions
Feng-Ju Chang, Anh Tuan Tran, Tal Hassner, Iacopo Masi, Ram Nevatia, and Gerard Medioni · 2018
Cited alongside, same era.
Semantic Morphable Models
Bernhard Egger · 2018
Cited alongside, same era.
Joint 3d face reconstruction and dense alignment with position map regression network
Yao Feng, Fan Wu, Xiaohu Shao, Yanfeng Wang, and Xi Zhou · 2018
Cited alongside, same era.
Unsupervised training for 3D morphable model regression
Kyle Genova, Forrester Cole, Aaron Maschinot, Aaron Sarna, Daniel Vlasic, and William T. Freeman · 2018
Mead: A large-scale audio-visual dataset for emotional talking-face generation
Kaisiyuan Wang, Qianyi Wu, Linsen Song, Zhuoqian Yang, Wayne Wu, Chen Qian, Ran He, Yu Qiao, and Chen Change Loy · 2020
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Unsupervised learning of probably symmetric deformable 3D objects from images in the wild
Shangzhe Wu, Christian Rupprecht, and Andrea Vedaldi · 2020
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Facescape: a large-scale high quality 3d face dataset and detailed riggable 3d face prediction
Haotian Yang, Hao Zhu, Yanru Wang, Mingkai Huang, Qiu Shen, Ruigang Yang, and Xun Cao · 2020
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Sider: Single-image neural optimization for facial geometric detail recovery
Aggelina Chatziagapi, ShahRukh Athar, Francesc Moreno-Noguer, and Dimitris Samaras · 2021
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Head2head++: Deep facial attributes re-targeting
Michail Christos Doukas, Mohammad Rami Koujan, Viktoriia Sharmanska, Anastasios Roussos, and Stefanos Zafeiriou · 2021
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Cited alongside, same era.
Morphable face models - an open framework
Thomas Gerig, Andreas Morel-Forster, Clemens Blumer, Bernhard Egger, Marcel Luthi, Sandro Schoenborn, and Thomas Vetter · 2018
Cited alongside, same era.
Self-supervised multi-level face model learning for monocular reconstruction at over 250 hz
Ayush Tewari, Michael Zollhöfer, Pablo Garrido, Florian Bernard, Hyeongwoo Kim, Patrick Pérez, and Christian Theobalt · 2018
Cited alongside, same era.
Extreme 3d face reconstruction: Seeing through occlusions
Anh Tuan Tran, Tal Hassner, Iacopo Masi, Eran Paz, Yuval Nirkin, and Gérard Medioni · 2018
Cited alongside, same era.
Nonlinear 3d face morphable model
Luan Tran and Xiaoming Liu · 2018
Cited alongside, same era.
The unreasonable effectiveness of deep features as a perceptual metric
Richard Zhang, Phillip Isola, Alexei A Efros, Eli Shechtman, and Oliver Wang · 2018
Cited alongside, same era.
State of the art on monocular 3D face reconstruction, tracking, and applications
Michael Zollhöfer, Justus Thies, Darek Bradley, Pablo Garrido, Thabo Beeler, Patrick Péerez, Marc Stamminger, Matthias Nießner, and Christian Theobalt · 2018
Cited alongside, same era.
Headgan: One-shot neural head synthesis and editing
Michail Christos Doukas, Stefanos Zafeiriou, and Viktoriia Sharmanska · 2021
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Learning an animatable detailed 3D face model from in-the-wild images
Yao Feng, Haiwen Feng, Michael J Black, and Timo Bolkart · 2021
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Learning free-form deformation for 3D face reconstruction from in-the-wild images
Harim Jung, Myeong-Seok Oh, and Seong-Whan Lee · 2021
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Normalized avatar synthesis using stylegan and perceptual refinement
Huiwen Luo, Koki Nagano, Han-Wei Kung, Qingguo Xu, Zejian Wang, Lingyu Wei, Liwen Hu, and Hao Li · 2021
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Learning complete 3d morphable face models from images and videos
B.R. Mallikarjun, Ayush Tewari, Hans-Peter Seidel, Mohamed Elgharib, Christian Theobalt, et al · 2021
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Towards a complete 3D morphable model of the human head
Stylianos Ploumpis, Evangelos Ververas, Eimear O’ Sullivan, Stylianos Moschoglou, Haoyang Wang, Nick E. Pears, William A. P. Smith, Baris Gecer, and Stefanos Zafeiriou · 2021
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Meshtalk: 3d face animation from speech using cross-modality disentanglement
Alexander Richard, Michael Zollhöfer, Yandong Wen, Fernando De la Torre, and Yaser Sheikh · 2021
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SADRNet: Self-aligned dual face regression networks for robust 3d dense face alignment and reconstruction
Zeyu Ruan, Changqing Zou, Longhai Wu, Gangshan Wu, and Limin Wang · 2021
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Estimation of continuous valence and arousal levels from faces in naturalistic conditions
Antoine Toisoul, Jean Kossaifi, Adrian Bulat, Georgios Tzimiropoulos, and Maja Pantic · 2021
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Segformer: Simple and efficient design for semantic segmentation with transformers
Enze Xie, Wenhai Wang, Zhiding Yu, Anima Anandkumar, Jose M Alvarez, and Ping Luo · 2021
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i3dmm: Deep implicit 3d morphable model of human heads
Tarun Yenamandra, Ayush Tewari, Florian Bernard, Hans-Peter Seidel, Mohamed Elgharib, Daniel Cremers, and Christian Theobalt · 2021
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Towards a Perceptual Model for Estimating the Quality of Visual Speech, 2022
Zakaria Aldeneh, Masha Fedzechkina, Skyler Seto, Katherine Metcalf, Miguel Sarabia, Nicholas Apostoloff, and Barry-John Theobald · 2022
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EMOCA: Emotion driven monocular face capture and animation
Radek Daněček, Michael J Black, and Timo Bolkart · 2022
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Autolink: Self-supervised learning of human skeletons and object outlines by linking keypoints
Xingzhe He, Bastian Wandt, and Helge Rhodin · 2022
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Neural emotion director: Speech-preserving semantic control of facial expressions in” in-the-wild” videos
Foivos Paraperas Papantoniou, Panagiotis P Filntisis, Petros Maragos, and Anastasios Roussos · 2022
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3D face reconstruction with dense landmarks
Erroll Wood, Tadas Baltrusaitis, Charlie Hewitt, Matthew Johnson, Jingjing Shen, Nikola Milosavljevic, Daniel Wilde, Stephan J. Garbin, Toby Sharp, Ivan Stojiljkovic, Tom Cashman, and Julien P. C. Valentin · 2022
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Multiface: A dataset for neural face rendering. in arxiv, 2022
Cheng-hsin Wuu, Ningyuan Zheng, Scott Ardisson, Rohan Bali, Danielle Belko, Eric Brockmeyer, Lucas Evans, Timothy Godisart, Hyowon Ha, Alexander Hypes, et al · 2022
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Towards metrical reconstruction of human faces
Wojciech Zielonka, Timo Bolkart, and Justus Thies · 2022
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FFHQ-UV: Normalized facial uv-texture dataset for 3d face reconstruction
Haoran Bai, Di Kang, Haoxian Zhang, Jinshan Pan, and Linchao Bao · 2023
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Instant multi-view head capture through learnable registration
Timo Bolkart, Tianye Li, and Michael J Black · 2023
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Diffusionrig: Learning personalized priors for facial appearance editing
Zheng Ding, Xuaner Zhang, Zhihao Xia, Lars Jebe, Zhuowen Tu, and Xiuming Zhang · 2023
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SPECTRE: Visual speech-informed perceptual 3D facial expression reconstruction from videos
Panagiotis P. Filntisis, George Retsinas, Foivos Paraperas-Papantoniou, Athanasios Katsamanis, Anastasios Roussos, and Petros Maragos · 2023
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Speech4mesh: Speech-assisted monocular 3d facial reconstruction for speech-driven 3d facial animation
Shan He, Haonan He, Shuo Yang, Xiaoyan Wu, Pengcheng Xia, Bing Yin, Cong Liu, Lirong Dai, and Chang Xu · 2023
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Fitme: Deep photorealistic 3d morphable model avatars
Alexandros Lattas, Stylianos Moschoglou, Stylianos Ploumpis, Baris Gecer, Jiankang Deng, and Stefanos Zafeiriou · 2023
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A perceptual shape loss for monocular 3D face reconstruction
Christopher Otto, Prashanth Chandran, Gaspard Zoss, Markus H. Gross, Paulo F. U. Gotardo, and Derek Bradley · 2023
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Codetalker: Speech-driven 3d facial animation with discrete motion prior
Jinbo Xing, Menghan Xia, Yuechen Zhang, Xiaodong Cun, Jue Wang, and Tien-Tsin Wong · 2023
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Accurate 3d face reconstruction with facial component tokens
Tianke Zhang, Xuangeng Chu, Yunfei Liu, Lijian Lin, Zhendong Yang, Zhengzhuo Xu, Chengkun Cao, Fei Yu, Changyin Zhou, Chun Yuan, et al · 2023
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