1. 

   3D Face Modeling from Diverse Raw Scan Data

   Feng Liu, Luan Tran, Xiaoming Liu

   Traditional 3D face models learn a latent representation of faces using linear subspaces from no more than 300 training scans of a single database. The main roadblock of building a large-scale face model from diverse 3D databases lies in the lack of dense correspondence among raw scans. To address these ...

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   Keywords: 3D Face Modeling, Face Reconstruction, 3D Shape Reconstruction

2. 

   Nonlinear 3D Face Morphable Model

   Luan Tran, Xiaoming Liu

   As a classic statistical model of 3D facial shape and texture, 3D Morphable Model (3DMM) is widely used in facial analysis, including model fitting, image synthesis, etc. Conventional 3DMM is learned from a collection of wellcontrolled 2D face images with associated 3D face scans, and represented by two sets of ...

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   Keywords: Face Alignment, Face Reconstruction, 3D Face Modeling, 3D Shape Reconstruction

2023

• INFAMOUS-NeRF: ImproviNg FAce MOdeling Using Semantically-Aligned Hypernetworks with Neural Radiance Fields
  Andrew Hou, Feng Liu, Zhiyuan Ren, Michel Sarkis, Ning Bi, Yiying Tong, Xiaoming Liu
  arxiv, Dec. 2023
  Bibtex | arXiv
@inproceedings{ infamous-nerf-improving-face-modeling-using-semantically-aligned-hypernetworks-with-neural-radiance-fields,
  author = { Andrew Hou and Feng Liu and Zhiyuan Ren and Michel Sarkis and Ning Bi and Yiying Tong and Xiaoming Liu },
  title = { INFAMOUS-NeRF: ImproviNg FAce MOdeling Using Semantically-Aligned Hypernetworks with Neural Radiance Fields },
  booktitle = { arxiv },
  address = { },
  month = { December },
  year = { 2023 },
}

2022

• MOST-GAN: 3D Morphable StyleGAN for Disentangled Face Image Manipulation
  Safa C. Medin, Bernhard Egger, Anoop Cherian, Ye Wang, Joshua B. Tenenbaum, Xiaoming Liu, Tim K. Marks
  Proc. AAAI Conference on Artificial Intelligence (AAAI 2022), Feb. 2022
  Bibtex | PDF | arXiv
@inproceedings{ most-gan-3d-morphable-stylegan-for-disentangled-face-image-manipulation,
  author = { Safa C. Medin and Bernhard Egger and Anoop Cherian and Ye Wang and Joshua B. Tenenbaum and Xiaoming Liu and Tim K. Marks },
  title = { MOST-GAN: 3D Morphable StyleGAN for Disentangled Face Image Manipulation },
  booktitle = { Proc. AAAI Conference on Artificial Intelligence (AAAI 2022) },
  address = { },
  month = { February },
  year = { 2022 },
}

2021

• Riggable 3D Face Reconstruction via In-Network Optimization
  Ziqian Bai, Zhaopeng Cui, Xiaoming Liu, Ping Tan
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2021), Nashville, TN, Jun. 2021
  Bibtex | PDF | arXiv | Supplemental | Code | Video
@inproceedings{ riggable-3d-face-reconstruction-via-in-network-optimization,
  author = { Ziqian Bai and Zhaopeng Cui and Xiaoming Liu and Ping Tan },
  title = { Riggable 3D Face Reconstruction via In-Network Optimization },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Nashville, TN },
  month = { June },
  year = { 2021 },
}

2020

• Deep Facial Non-Rigid Multi-View Stereo
  Ziqian Bai, Zhaopeng Cui, Jamal Ahmed Rahim, Xiaoming Liu, Ping Tan
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2020), Seattle, WA, Jun. 2020
  Bibtex | PDF | Supplemental | Code | Video
@inproceedings{ deep-facial-non-rigid-multi-view-stereo,
  author = { Ziqian Bai and Zhaopeng Cui and Jamal Ahmed Rahim and Xiaoming Liu and Ping Tan },
  title = { Deep Facial Non-Rigid Multi-View Stereo },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Seattle, WA },
  month = { June },
  year = { 2020 },
}

2019

• On Learning 3D Face Morphable Model from In-the-wild Images
  Luan Tran, Xiaoming Liu
  IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 43, No. 1, pp.157-171, , Jun. 2019
  Bibtex | PDF | arXiv | Project Webpage | Code
@article{ on-learning-3d-face-morphable-model-from-in-the-wild-images,
  author = { Luan Tran and Xiaoming Liu },
  title = { On Learning 3D Face Morphable Model from In-the-wild Images },
  journal = { IEEE Transactions on Pattern Analysis and Machine Intelligence },
  volume = { 43 },
  number = { 1 },
  month = { June },
  year = { 2019 },
  pages = { 157--171 },
}
• 3D Face Modeling from Diverse Raw Scan Data
  Feng Liu, Luan Tran, Xiaoming Liu
  In Proceeding of International Conference on Computer Vision (ICCV 2019), Seoul, South Korea, Oct. 2019 (Oral presentation)
  Bibtex | PDF | arXiv | Supplemental | Poster | Project Webpage | Code | Video
@inproceedings{ 3d-face-modeling-from-diverse-raw-scan-data,
  author = { Feng Liu and Luan Tran and Xiaoming Liu },
  title = { 3D Face Modeling from Diverse Raw Scan Data },
  booktitle = { In Proceeding of International Conference on Computer Vision },
  address = { Seoul, South Korea },
  month = { October },
  year = { 2019 },
}
• Towards High-fidelity Nonlinear 3D Face Morphable Model
  Luan Tran, Feng Liu, Xiaoming Liu
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2019), Long Beach, CA, Jun. 2019
  Bibtex | PDF | arXiv | Poster | Project Webpage | Code
@inproceedings{ towards-high-fidelity-nonlinear-3d-face-morphable-model,
  author = { Luan Tran and Feng Liu and Xiaoming Liu },
  title = { Towards High-fidelity Nonlinear 3D Face Morphable Model },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Long Beach, CA },
  month = { June },
  year = { 2019 },
}

2018

• Nonlinear 3D Face Morphable Model
  Luan Tran, Xiaoming Liu
  In Proceeding of IEEE Computer Vision and Pattern Recognition (CVPR 2018), Salt Lake City, UT, Jun. 2018 (Spotlight)
  Bibtex | PDF | arXiv | Poster | Project Webpage | Code
@inproceedings{ nonlinear-3d-face-morphable-model,
  author = { Luan Tran and Xiaoming Liu },
  title = { Nonlinear 3D Face Morphable Model },
  booktitle = { In Proceeding of IEEE Computer Vision and Pattern Recognition },
  address = { Salt Lake City, UT },
  month = { June },
  year = { 2018 },
}