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Cascaded computation, whereby predictions are recurrently refined over several stages, has been a persistent theme throughout the development of landmark detection models.
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Cascaded pose regression
Piotr Dollár, Peter Welinder, and Pietro Perona · 2010
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Face alignment by explicit shape regression
Xudong Cao, Yichen Wei, Fang Wen, and Jian Sun · 2012
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1 € filter: A simple speed-based low-pass filter for noisy input in interactive systems
Géry Casiez, Nicolas Roussel, and Daniel Vogel · 2012
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300 faces in-the-wild challenge: The first facial landmark localization challenge
Christos Sagonas, Georgios Tzimiropoulos, Stefanos Zafeiriou, and Maja Pantic · 2013
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Deep convolutional network cascade for facial point detection
Yi Sun, Xiaogang Wang, and Xiaoou Tang · 2013
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Supervised descent method and its applications to face alignment
Xuehan Xiong and Fernando De la Torre · 2013
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Random faces guided sparse many-to-one encoder for pose-invariant face recognition
Yizhe Zhang, Ming Shao, Edward K. Wong, and Yun Fu · 2013
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Incremental face alignment in the wild
Akshay Asthana, Stefanos Zafeiriou, Shiyang Cheng, and Maja Pantic · 2014
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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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Grigoris G. Chrysos, Epameinondas Antonakos, Stefanos Zafeiriou, and Patrick Snape · 2015
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Vdub: Modifying face video of actors for plausible visual alignment to a dubbed audio track
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Joint fine-tuning in deep neural networks for facial expression recognition
Heechul Jung, Sihaeng Lee, Junho Yim, Sunjeong Park, and Junmo Kim · 2015
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Efficient face frontalization in unconstrained images
Mallikarjun B R, Visesh Chari, and C.V. Jawahar · 2015
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The first facial landmark tracking in-the-wild challenge: Benchmark and results
Jie Shen, Stefanos Zafeiriou, Grigoris G. Chrysos, Jean Kossaifi, Georgios Tzimiropoulos, and Maja Pantic · 2015
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Project-out cascaded regression with an application to face alignment
Georgios Tzimiropoulos · 2015
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High-fidelity pose and expression normalization for face recognition in the wild
Xiangyu Zhu, Zhen Lei, Junjie Yan, Dong Yi, and Stan Z. Li · 2015
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Stacked hourglass networks for human pose estimation
Alejandro Newell, Kaiyu Yang, and Jia Deng · 2016
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Mnemonic descent method: A recurrent process applied for end-to-end face alignment
George Trigeorgis, Patrick Snape, Mihalis A. Nicolaou, Epameinondas Antonakos, and Stefanos Zafeiriou · 2016
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Multi-clue fusion for emotion recognition in the wild
Jingwei Yan, Wenming Zheng, Zhen Cui, Chuangao Tang, Tong Zhang, Yuan Zong, and Ning Sun · 2016
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Wider face: A face detection benchmark
Shuo Yang, Ping Luo, Chen Change Loy, and Xiaoou Tang · 2016
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Joint face detection and alignment using multitask cascaded convolutional networks
K. Zhang, Z. Zhang, Z. Li, and Y. Qiao · 2016
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OptNet: Differentiable optimization as a layer in neural networks
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Wasserstein generative adversarial networks
Martin Arjovsky, Soumith Chintala, and Léon Bottou · 2017
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Differentiable learning of submodular models
Josip Djolonga and Andreas Krause · 2017
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Facial expression recognition using enhanced deep 3d convolutional neural networks
Behzad Hasani and Mohammad H. Mahoor · 2017
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Dae Ha Kim, Min Kyu Lee, Dong Yoon Choi, and Byung Cheol Song · 2017
Deep facial expression recognition: A survey
Shan Li and Weihong Deng · 2020
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Structured landmark detection via topology-adapting deep graph learning
Weijian Li, Yuhang Lu, Kang Zheng, Haofu Liao, Chihung Lin, Jiebo Luo, Chi-Tung Cheng, Jing Xiao, Le Lu, Chang-Fu Kuo, and Shun Miao · 2020
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Lipschitz bounded equilibrium networks
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Test-time training with self-supervision for generalization under distribution shifts
Yu Sun, Xiaolong Wang, Zhuang Liu, John Miller, Alexei Efros, and Moritz Hardt · 2020
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Monotone operator equilibrium networks
Ezra Winston and J. Zico Kolter · 2020
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Stabilizing equilibrium models by jacobian regularization
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Human pose regression by combining indirect part detection and contextual information
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Veegan: Reducing mode collapse in gans using implicit variational learning
Akash Srivastava, Lazar Valkov, Chris Russell, Michael U. Gutmann, and Charles Sutton · 2017
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Stacked hourglass network for robust facial landmark localisation
Jing Yang, Qingshan Liu, and Kaihua Zhang · 2017
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”zero-shot” super-resolution using deep internal learning
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Neural ordinary differential equations
Ricky T. Q. Chen, Yulia Rubanova, Jesse Bettencourt, and David K Duvenaud · 2018
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Wing loss for robust facial landmark localisation with convolutional neural networks
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Subpixel heatmap regression for facial landmark localization
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Self-supervised policy adaptation during deployment
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Hand-object contact consistency reasoning for human grasps generation
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Test-time personalization with a transformer for human pose estimation
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Structure-coherent deep feature learning for robust face alignment
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A-SDF: learning disentangled signed distance functions for articulated shape representation
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Robust face alignment by multi-order high-precision hourglass network
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Tent: Fully test-time adaptation by entropy minimization
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Heatmap regression via randomized rounding
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Hrformer: High-resolution transformer for dense prediction
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Adaptive risk minimization: Learning to adapt to domain shift
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General facial representation learning in a visual-linguistic manner
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https://developers.googleblog.com/2020/09/mediapipe-3d-face-transform.html
Mediapipe 3d face transform · 2022
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https://google.github.io/mediapipe/solutions/face_mesh
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Deep equilibrium optical flow estimation
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Fast facial landmark detection and applications: A survey
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Sparse local patch transformer for robust face alignment and landmarks inherent relation learning
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