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Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training

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Bibliographic Details
Main Authors: Diqiong, Jiang, Yiwei, Jin, Fang-Lue, Zhang
Format: Book
Language:English
Published: Springer 2023
Subjects:
3DMMs
hypersphere distribution
Online Access:https://link.springer.com/article/10.1007/s41095-022-0286-4
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7322
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record_format dspace
spelling oai:localhost:PNK-73222023-03-30T03:32:12Z Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training Diqiong, Jiang Yiwei, Jin Fang-Lue, Zhang 3DMMs hypersphere distribution CC BY 3D morphable models (3DMMs) are generative models for face shape and appearance. Recent works impose face recognition constraints on 3DMM shape parameters so that the face shapes of the same person remain consistent. However, the shape parameters of traditional 3DMMs satisfy the multivariate Gaussian distribution. In contrast, the identity embeddings meet the hypersphere distribution, and this conflict makes it challenging for face reconstruction models to preserve the faithfulness and the shape consistency simultaneously. 2023-03-30T03:32:12Z 2023-03-30T03:32:12Z 2023 Book https://link.springer.com/article/10.1007/s41095-022-0286-4 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7322 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic 3DMMs
hypersphere distribution
spellingShingle 3DMMs
hypersphere distribution
Diqiong, Jiang
Yiwei, Jin
Fang-Lue, Zhang
Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training
description CC BY
format Book
author Diqiong, Jiang
Yiwei, Jin
Fang-Lue, Zhang
author_facet Diqiong, Jiang
Yiwei, Jin
Fang-Lue, Zhang
author_sort Diqiong, Jiang
title Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training
title_short Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training
title_full Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training
title_fullStr Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training
title_full_unstemmed Sphere Face Model: A 3D morphable model with hypersphere manifold latent space using joint 2D/3D training
title_sort sphere face model: a 3d morphable model with hypersphere manifold latent space using joint 2d/3d training
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s41095-022-0286-4
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7322
_version_ 1761821913064144896
score 8.887929

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