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Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset

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Bibliographic Details
Main Authors: Youjia, Wang, Kai, He, Taotao, Zhou
Format: Book
Language:English
Published: Springer 2023
Subjects:
corresponding training data
PN-Relighting
Online Access:https://link.springer.com/article/10.1007/s11263-022-01730-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7398
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spelling oai:localhost:PNK-73982023-03-31T08:35:45Z Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset Youjia, Wang Kai, He Taotao, Zhou corresponding training data PN-Relighting CC BY The development of neural relighting techniques has by far outpaced the rate of their corresponding training data (e.g., OLAT) generation. For example, high-quality relighting from a single portrait image still requires supervision from comprehensive datasets covering broad diversities in gender, race, complexion, and facial geometry. We present a hybrid parametric neural relighting (PN-Relighting) framework for single portrait relighting, using a much smaller OLAT dataset or SMOLAT. At the core of PN-Relighting, we employ parametric 3D faces coupled with appearance inference and implicit material modelling to enrich SMOLAT for handling in-the-wild images. 2023-03-31T08:35:44Z 2023-03-31T08:35:44Z 2023 Book https://link.springer.com/article/10.1007/s11263-022-01730-5 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7398 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic corresponding training data
PN-Relighting
spellingShingle corresponding training data
PN-Relighting
Youjia, Wang
Kai, He
Taotao, Zhou
Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset
description CC BY
format Book
author Youjia, Wang
Kai, He
Taotao, Zhou
author_facet Youjia, Wang
Kai, He
Taotao, Zhou
author_sort Youjia, Wang
title Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset
title_short Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset
title_full Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset
title_fullStr Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset
title_full_unstemmed Free-view Face Relighting Using a Hybrid Parametric Neural Model on a SMALL-OLAT Dataset
title_sort free-view face relighting using a hybrid parametric neural model on a small-olat dataset
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11263-022-01730-5
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7398
_version_ 1761912527620407296
score 8.893527

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