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Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks

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Bibliographic Details
Main Authors: Haebom, Lee, Christian, Homeyer, Robert, Herzog
Format: Book
Language:English
Published: Springer 2023
Subjects:
outdoor lighting estimation
deep neural networks
Online Access:https://link.springer.com/article/10.1007/s11263-022-01725-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7374
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spelling oai:localhost:PNK-73742023-03-31T03:48:46Z Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks Haebom, Lee Christian, Homeyer Robert, Herzog outdoor lighting estimation deep neural networks CC BY In this work, we focus on outdoor lighting estimation by aggregating individual noisy estimates from images, exploiting the rich image information from wide-angle cameras and/or temporal image sequences. Photographs inherently encode information about the lighting of the scene in the form of shading and shadows. Recovering the lighting is an inverse rendering problem and as that ill-posed. Recent research based on deep neural networks has shown promising results for estimating light from a single image, but with shortcomings in robustness. 2023-03-31T03:48:46Z 2023-03-31T03:48:46Z 2023 Book https://link.springer.com/article/10.1007/s11263-022-01725-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7374 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic outdoor lighting estimation
deep neural networks
spellingShingle outdoor lighting estimation
deep neural networks
Haebom, Lee
Christian, Homeyer
Robert, Herzog
Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks
description CC BY
format Book
author Haebom, Lee
Christian, Homeyer
Robert, Herzog
author_facet Haebom, Lee
Christian, Homeyer
Robert, Herzog
author_sort Haebom, Lee
title Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks
title_short Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks
title_full Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks
title_fullStr Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks
title_full_unstemmed Spatio-Temporal Outdoor Lighting Aggregation on Image Sequences Using Transformer Networks
title_sort spatio-temporal outdoor lighting aggregation on image sequences using transformer networks
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11263-022-01725-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7374
_version_ 1761912525423640576
score 8.881002

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