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An awesome list of 3D head generation papers, code, datasets and other resources.

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Awesome 3D Head&Face Generation

An awesome list of 3D head&face generation papers, code, datasets and other resources.

Due to my limited ability, there may be errors and omissions in the following content. If you have any sugguestions, please raise an issue or contact us at [email protected]. Thank you for your support.

1 Datasets

  • DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single Image [CVPR 2022] [Paper][Repositor]

  • FLAME Universe [Repository]

    • a list of publicly available ressources such as code, datasets, and scientific papers for the FLAME 3D head model
  • Binghamton University Facial Expression [Page]

    • aiming to achieve a high rate of accuracy in identifying a wide range of facial expressions and emotions, with the ultimate goal of increasing the general understanding of facial behavior and 3D structure of facial expressions and emotions on a detailed level
  • University of Notre Dame Datasets [Page]

  • FaceSpace [CVPR 2020] [Paper] [Repository]

    • large-scale high-quality 3D face datasets, parametric models, docs and toolkits about 3D face related technology

2 Evaluation Metrics

  • Geometric Error
  • Texture Error
  • Visual Quality
  • REALY: Rethinking the Evaluation of 3D Face Reconstruction [Paper] [Repository]

3 Papers & Codes

3.1 Unconditional 3D Generation

3.2 Text to 3D

  • HeadSculpt: Crafting 3D Head Avatars with Text [Paper]

3.3 3D Reconstruction

  • PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360∘ [CVPR 2023] [Paper] [Repository]

  • AvatarMAV: Fast 3D Head Avatar Reconstruction Using Motion-Aware Neural Voxels [SIGGRAPH 2023] [Paper] [Repository]

3.4 3D Editing

  • Next3D: Generative Neural Texture Rasterization for 3D-Aware Head Avatars [CVPR 2023] [Paper] [Repository]

4 Supplementary Materials


To Do

  • Unconditional 3D Generation
  • More work on 3D face generation

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An awesome list of 3D head generation papers, code, datasets and other resources.

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