mlsanityData to 7 Oct 2026

3D-GANTex: 3D Face Reconstruction with StyleGAN3-based Multi-View Images and 3DDFA based Mesh Generation

arXiv 2410.16009 ↗First posted 21 Oct 2024cs.CVcited by 0

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Abstract (arXiv)

Geometry and texture estimation from a single face image is an ill-posed problem since there is very little information to work with. The problem further escalates when the face is rotated at a different angle. This paper tries to tackle this problem by introducing a novel method for texture estimation from a single image by first using StyleGAN and 3D Morphable Models. The method begins by generating multi-view faces using the latent space of GAN. Then 3DDFA trained on 3DMM estimates a 3D face mesh as well as a high-resolution texture map that is consistent with the estimated face shape. The result shows that the generated mesh is of high quality with near to accurate texture representation.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 14 of its 27 references that are in the map. First posted on arXiv 21 Oct 2024.

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14 of 27 references.

References · 14

  1. 2018A Style-Based Generator Architecture for Generative Adversarial Networkscited by 5,986
  2. 2017MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applicationscited by 3,827
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  5. 2021Designing an Encoder for StyleGAN Image Manipulationcited by 542
  6. 2020In-Domain GAN Inversion for Real Image Editingcited by 420
  7. 2020InterFaceGAN: Interpreting the Disentangled Face Representation Learned by GANscited by 393
  8. 2020StyleFlow: Attribute-conditioned Exploration of StyleGAN-Generated Images using Conditional Continuous Normalizing Flowscited by 348
  9. 2021ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinementcited by 248
  10. 2020Swapping Autoencoder for Deep Image Manipulationcited by 215
  11. 2016Inverting The Generator Of A Generative Adversarial Networkcited by 140
  12. 2021Paint by Wordcited by 107
2 more
  1. 2021Only a Matter of Style: Age Transformation Using a Style-Based Regression Modelcited by 92
  2. 2021Learning Feature Aggregation for Deep 3D Morphable Modelscited by 13

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