3D light-field display;
Parallax-view synthesis;
Display effect;
Precorrection;
DEEP CONVOLUTIONAL NETWORK;
D O I:
10.1016/j.optlaseng.2023.107930
中图分类号:
O43 [光学];
学科分类号:
070207 ;
0803 ;
摘要:
Limited by the resolution of display panel and residual aberrations of optical components, it is difficult for the three-dimensional light-field displays (3D LFDs) to provide viewers with awesome light field reproduction. Starting from the optical process of reproducing a 3D scene by LFD, a light field display degradation model is constructed to measure the display effect observed by viewer at a specific perspective. Considering the prevalent usage of deep learning techniques in the realm of light field image processing, a novel method based on parallaxview information synthesis and aberration precorrection is proposed to elevate the display performance. This method leverages the complementary parallax information between different perspectives parallax images to enhance the image quality of single-view and introduces a convolutional neural network to estimate the optical components aberrations. A series of optimized parallax images in multiple perspectives are generated and loaded on the display panel through coding, realizing the reproduction of original 3D light field. Simulation experiments and experiments on an LFD prototype verify the effectiveness of the proposed method which can achieve higher quality 3D reproduction.
机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
Yan, Binbin
Sang, Xinzhu
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机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
Sang, Xinzhu
Chen, Duo
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机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
Chen, Duo
Wang, Peng
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机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
Wang, Peng
Qi, Shuai
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机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
Qi, Shuai
Ye, Xiaoqian
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机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
Ye, Xiaoqian
Guo, Xiao
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机构:
State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, ChinaState Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, China
机构:
Key Laboratory of Aerospace Thermophysics, Ministry of Industry and Information Technology, Harbin Institute of TechnologyKey Laboratory of Aerospace Thermophysics, Ministry of Industry and Information Technology, Harbin Institute of Technology
LI TianJiao
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机构:
YUAN Yuan
SHUAI Yong
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机构:
Key Laboratory of Aerospace Thermophysics, Ministry of Industry and Information Technology, Harbin Institute of TechnologyKey Laboratory of Aerospace Thermophysics, Ministry of Industry and Information Technology, Harbin Institute of Technology
SHUAI Yong
TAN HePing
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机构:
Key Laboratory of Aerospace Thermophysics, Ministry of Industry and Information Technology, Harbin Institute of TechnologyKey Laboratory of Aerospace Thermophysics, Ministry of Industry and Information Technology, Harbin Institute of Technology