An Efficient Algorithm to Select Reference Views for Virtual View Synthesis

View synthesis is one of the key techniques for generating immersive media. Virtual view synthesis techniques require considerable input views to provide a wide viewing space to users, such as 360 virtual reality. However, the computational complexity is increased, and the synthesized virtual image...

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Main Authors: Da-Yoon Nam, Woo-Kyung Jung, Hyeon-Deok Han, Jong-Ki Han
Format: Article
Language:English
Published: IEEE 2022-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9794691/
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author Da-Yoon Nam
Woo-Kyung Jung
Hyeon-Deok Han
Jong-Ki Han
author_facet Da-Yoon Nam
Woo-Kyung Jung
Hyeon-Deok Han
Jong-Ki Han
author_sort Da-Yoon Nam
collection DOAJ
description View synthesis is one of the key techniques for generating immersive media. Virtual view synthesis techniques require considerable input views to provide a wide viewing space to users, such as 360 virtual reality. However, the computational complexity is increased, and the synthesized virtual image is blurred when all input views are used as reference views. We analyzed the algorithm complexity and synthesized image quality according to the number of reference pictures. Based on the results, we propose a systematic algorithm to compose an optimal subset of the reference pictures to reduce the hole area and increase the accuracy of the overlapped pixel data in the virtual view. The algorithm consists of the screening and optimal composing steps, which involve logical and geometric measurements. The experimental results demonstrate that the proposed method reduces algorithm complexity and improves the virtual view quality.
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spelling doaj.art-ef12822b130d4fe39709ad95cf1232512022-12-22T00:24:20ZengIEEEIEEE Access2169-35362022-01-0110623066232110.1109/ACCESS.2022.31824019794691An Efficient Algorithm to Select Reference Views for Virtual View SynthesisDa-Yoon Nam0Woo-Kyung Jung1Hyeon-Deok Han2https://orcid.org/0000-0001-6323-593XJong-Ki Han3https://orcid.org/0000-0002-5036-7199Department of Information and Communication Engineering, Sejong University, Gwangjin-gu, Seoul, South KoreaDepartment of Information and Communication Engineering, Sejong University, Gwangjin-gu, Seoul, South KoreaDepartment of Information and Communication Engineering, Sejong University, Gwangjin-gu, Seoul, South KoreaDepartment of Electrical Engineering, Sejong University, Gwangjin-gu, Seoul, South KoreaView synthesis is one of the key techniques for generating immersive media. Virtual view synthesis techniques require considerable input views to provide a wide viewing space to users, such as 360 virtual reality. However, the computational complexity is increased, and the synthesized virtual image is blurred when all input views are used as reference views. We analyzed the algorithm complexity and synthesized image quality according to the number of reference pictures. Based on the results, we propose a systematic algorithm to compose an optimal subset of the reference pictures to reduce the hole area and increase the accuracy of the overlapped pixel data in the virtual view. The algorithm consists of the screening and optimal composing steps, which involve logical and geometric measurements. The experimental results demonstrate that the proposed method reduces algorithm complexity and improves the virtual view quality.https://ieeexplore.ieee.org/document/9794691/Immersive imagereference view selectionvirtual view synthesis
spellingShingle Da-Yoon Nam
Woo-Kyung Jung
Hyeon-Deok Han
Jong-Ki Han
An Efficient Algorithm to Select Reference Views for Virtual View Synthesis
IEEE Access
Immersive image
reference view selection
virtual view synthesis
title An Efficient Algorithm to Select Reference Views for Virtual View Synthesis
title_full An Efficient Algorithm to Select Reference Views for Virtual View Synthesis
title_fullStr An Efficient Algorithm to Select Reference Views for Virtual View Synthesis
title_full_unstemmed An Efficient Algorithm to Select Reference Views for Virtual View Synthesis
title_short An Efficient Algorithm to Select Reference Views for Virtual View Synthesis
title_sort efficient algorithm to select reference views for virtual view synthesis
topic Immersive image
reference view selection
virtual view synthesis
url https://ieeexplore.ieee.org/document/9794691/
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