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Landmark localization in images and videos is a classic problem solved in various ways.
Face detection, pose estimation, and landmark localization in the wild
Xiangxin Zhu and Deva Ramanan · 1903
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Active shape models—‘smart snakes’
Timothy F Cootes and Christopher J Taylor · 1992
Earlier work this paper cites.
A unified bias-variance decomposition
Pedro Domingos · 2000
Earlier work this paper cites.
Active appearance models
Timothy F Cootes, Gareth J Edwards, and Christopher J Taylor · 2001
Earlier work this paper cites.
Feature detection and tracking with constrained local models
David Cristinacce and Timothy F Cootes · 2006
Earlier work this paper cites.
Gradient descent optimization of smoothed information retrieval metrics
Olivier Chapelle and Mingrui Wu · 2010
Earlier work this paper cites.
Multi-pie
Ralph Gross, Iain Matthews, Jeffrey Cohn, Takeo Kanade, and Simon Baker · 2010
Earlier work this paper cites.
Annotated facial landmarks in the wild: A large-scale, real-world database for facial landmark localization
Martin Koestinger, Paul Wohlhart, Peter M Roth, and Horst Bischof · 2011
Earlier work this paper cites.
Stochastic variational inference
Matthew D Hoffman, David M Blei, Chong Wang, and John Paisley · 2013
Earlier work this paper cites.
300 faces in-the-wild challenge: The first facial landmark localization challenge
Christos Sagonas, Georgios Tzimiropoulos, Stefanos Zafeiriou, and Maja Pantic · 2013
Earlier work this paper cites.
Supervised descent method and its applications to face alignment
Xuehan Xiong and Fernando De la Torre · 2013
Earlier work this paper cites.
Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
Earlier work this paper cites.
One millisecond face alignment with an ensemble of regression trees
Vahid Kazemi and Josephine Sullivan · 2014
Earlier work this paper cites.
Face alignment at 3000 fps via regressing local binary features
Shaoqing Ren, Xudong Cao, Yichen Wei, and Jian Sun · 2014
Earlier work this paper cites.
Facial landmark detection by deep multi-task learning
Zhanpeng Zhang, Ping Luo, Chen Change Loy, and Xiaoou Tang · 2014
Earlier work this paper cites.
Dense 3d face alignment from 2d videos in real-time
László A Jeni, Jeffrey F Cohn, and Takeo Kanade · 2015
Earlier work this paper cites.
Unsupervised representation learning with deep convolutional generative adversarial networks
Alec Radford, Luke Metz, and Soumith Chintala · 2015
Cited alongside, same era.
Depth-based hand pose estimation: data, methods, and challenges
James S Supancic, Grégory Rogez, Yi Yang, Jamie Shotton, and Deva Ramanan · 2015
Cited alongside, same era.
Face alignment by coarse-to-fine shape searching
Shizhan Zhu, Cheng Li, Chen Change Loy, and Xiaoou Tang · 2015
Cited alongside, same era.
Recombinator networks: Learning coarse-to-fine feature aggregation
Sina Honari, Jason Yosinski, Pascal Vincent, and Christopher Pal · 2016
Cited alongside, same era.
Stacked hourglass networks for human pose estimation
Alejandro Newell, Kaiyu Yang, and Jia Deng · 2016
Cited alongside, same era.
Mnemonic descent method: A recurrent process applied for end-to-end face alignment
Learning from simulated and unsupervised images through adversarial training
Ashish Shrivastava, Tomas Pfister, Oncel Tuzel, Joshua Susskind, Wenda Wang, and Russell Webb · 2017
Later among the works it cites.
Stacked hourglass network for robust facial landmark localisation
Jing Yang, Qingshan Liu, and Kaihua Zhang · 2017
Later among the works it cites.
Stackgan: Text to photo-realistic image synthesis with stacked generative adversarial networks
Han Zhang, Tao Xu, Hongsheng Li, Shaoting Zhang, Xiaogang Wang, Xiaolei Huang, and Dimitris Metaxas · 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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One-shot face recognition via generative learning
Zhengming Ding, Yandong Guo, Lei Zhang, and Yun Fu · 2018
Later among the works it cites.
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George Trigeorgis, Patrick Snape, Mihalis A Nicolaou, Epameinondas Antonakos, and Stefanos Zafeiriou · 2016
Cited alongside, same era.
Recurrent convolutional face alignment
Wei Wang, Sergey Tulyakov, and Nicu Sebe · 2016
Cited alongside, same era.
Joint face detection and alignment using multitask cascaded convolutional networks
Kaipeng Zhang, Zhanpeng Zhang, Zhifeng Li, and Yu Qiao · 2016
Cited alongside, same era.
Face alignment across large poses: A 3d solution
Xiangyu Zhu, Zhen Lei, Xiaoming Liu, Hailin Shi, and Stan Z Li · 2016
Cited alongside, same era.
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
Cited alongside, same era.
Densereg: Fully convolutional dense shape regression in-the-wild
Riza Alp Güler, George Trigeorgis, Epameinondas Antonakos, Patrick Snape, Stefanos Zafeiriou, and Iasonas Kokkinos · 2017
Cited alongside, same era.
Cycada: Cycle-consistent adversarial domain adaptation
Judy Hoffman, Eric Tzeng, Taesung Park, Jun-Yan Zhu, Phillip Isola, Kate Saenko, Alexei A Efros, and Trevor Darrell · 2017
Cited alongside, same era.
Xuanyi Dong, Shoou-I Yu, Xinshuo Weng, Shih-En Wei, Yi Yang, and Yaser Sheikh · 2018
Later among the works it cites.
Improving landmark localization with semi-supervised learning
Sina Honari, Pavlo Molchanov, Stephen Tyree, Pascal Vincent, Christopher Pal, and Jan Kautz · 2018
Later among the works it cites.
Red-net: A recurrent encoder–decoder network for video-based face alignment
Xi Peng, Rogerio S Feris, Xiaoyu Wang, and Dimitris N Metaxas · 2018
Later among the works it cites.
Animating arbitrary objects via deep motion transfer
Aliaksandr Siarohin, Stéphane Lathuilière, Sergey Tulyakov, Elisa Ricci, and Nicu Sebe · 2018
Later among the works it cites.
Viewpoint-consistent 3d face alignment
Sergey Tulyakov, László A Jeni, Jeffrey F Cohn, and Nicu Sebe · 2018
Later among the works it cites.
Mocogan: Decomposing motion and content for video generation
Sergey Tulyakov, Ming-Yu Liu, Xiaodong Yang, and Jan Kautz · 2018
Later among the works it cites.
Ting-Chun Wang, Ming-Yu Liu, Jun-Yan Zhu, Guilin Liu, Andrew Tao, Jan Kautz, and Bryan Catanzaro · 2018
Later among the works it cites.
Recurrent convolutional shape regression
Wei Wang, Sergey Tulyakov, and Nicu Sebe · 2018
Later among the works it cites.
3d human pose estimation in the wild by adversarial learning
Wei Yang, Wanli Ouyang, Xiaolong Wang, Jimmy Ren, Hongsheng Li, and Xiaogang Wang · 2018
Later among the works it cites.
3d guided fine-grained face manipulation
Zhenglin Geng, Chen Cao, and Sergey Tulyakov · 2019
Closest in time.
Ev-action: Electromyography-vision multi-modal action dataset
Lichen Wang, Bin Sun, Joseph Robinson, Taotao Jing, and Yun Fu · 2019
Closest in time.