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While current monocular 3D face reconstruction methods can recover fine geometric details, they suffer several limitations.
A parametric model for human faces
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High-fidelity Facial Reflectance and Geometry Inference from an Unconstrained Image
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State of the Art on Monocular 3D Face Reconstruction, Tracking, and Applications
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Accurate 3D Face Reconstruction with Weakly-Supervised Learning: From Single Image to Image Set. In
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Anil Bas, William A. P. Smith, Timo Bolkart, and Stefanie Wuhrer. 2017 · 2017
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DenseReg: Fully convolutional dense shape regression in-the-wild. In
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Avatar Digitization from a Single Image for Real-time Rendering
Liwen Hu, Shunsuke Saito, Lingyu Wei, Koki Nagano, Jaewoo Seo, Jens Fursund, Iman Sadeghi, Carrie Sun, Yen-Chun Chen, and Hao Li. 2017 · 2017
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Image-to-Image Translation with Conditional Adversarial Networks. In
Phillip Isola, Jun-Yan Zhu, Tinghui Zhou, and Alexei A. Efros. 2017 · 2017
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Large pose 3D face reconstruction from a single image via direct volumetric CNN regression. In
Aaron S Jackson, Adrian Bulat, Vasileios Argyriou, and Georgios Tzimiropoulos. 2017 · 2017
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GANFIT: Generative Adversarial Network Fitting for High Fidelity 3D Face Reconstruction. In
Baris Gecer, Stylianos Ploumpis, Irene Kotsia, and Stefanos Zafeiriou. 2019 · 2019
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A style-based generator architecture for generative adversarial networks. In
Tero Karras, Samuli Laine, and Timo Aila. 2019 · 2019
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Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision. In
Soubhik Sanyal, Timo Bolkart, Haiwen Feng, and Michael Black. 2019 · 2019
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FML: Face Model Learning from Videos. In
Ayush Tewari, Florian Bernard, Pablo Garrido, Gaurav Bharaj, Mohamed Elgharib, Hans-Peter Seidel, Patrick Pérez, Michael Zollhöfer, and Christian Theobalt. 2019 · 2019
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Towards High-Fidelity Nonlinear 3D Face Morphable Model. In
Luan Tran, Feng Liu, and Xiaoming Liu. 2019 · 2019
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Joint 3D Face Reconstruction and Dense Face Alignment from A Single Image with 2D-Assisted Self-Supervised Learning
Xiaoguang Tu, Jian Zhao, Zihang Jiang, Yao Luo, Mei Xie, Yang Zhao, Linxiao He, Zheng Ma, and Jiashi Feng. 2019 · 2019
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Racial Faces in the Wild: Reducing Racial Bias by Information Maximization Adaptation Network. In
Mei Wang, Weihong Deng, Jiani Hu, Xunqiang Tao, and Yaohai Huang. 2019 · 2019
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3D Dense Face Alignment via Graph Convolution Networks
Huawei Wei, Shuang Liang, and Yichen Wei. 2019 · 2019
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DF2Net: A Dense-Fine-Finer Network for Detailed 3D Face Reconstruction. In
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Cross-modal Deep Face Normals with Deactivable Skip Connections. In
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