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A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch

To address the issues of low efficiency in manual terrain feature map annotating and poor realism in terrain elevation map generation, this paper proposes a terrain elevation map generation method based on self-attention mechanism and multifeature sketch. Firstly, the proposed method extracts featur...

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Detalles Bibliográficos
Autores principales: Cai, Xingquan, Xi, Mengyao, Yu, Nu, Yang, Zhe, Sun, Haiyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8983208/
https://www.ncbi.nlm.nih.gov/pubmed/35392041
http://dx.doi.org/10.1155/2022/9481445
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author Cai, Xingquan
Xi, Mengyao
Yu, Nu
Yang, Zhe
Sun, Haiyan
author_facet Cai, Xingquan
Xi, Mengyao
Yu, Nu
Yang, Zhe
Sun, Haiyan
author_sort Cai, Xingquan
collection PubMed
description To address the issues of low efficiency in manual terrain feature map annotating and poor realism in terrain elevation map generation, this paper proposes a terrain elevation map generation method based on self-attention mechanism and multifeature sketch. Firstly, the proposed method extracts features from a terrain elevation map using an adaptive feature enhancement method. Afterwards, our method adds a self-attention mechanism to the generator and discriminator of conditional generative adversarial network to capture the global spatial features and generates a realistic terrain elevation map. Finally, a level of detail method is used to visualize the three-dimensional terrain, and an interactive terrain editing tool for roaming interaction is implemented. Experimental data show that the proposed method performs well in subjective visual performance and objective criteria and has obvious advantages over other current typical methods.
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spelling pubmed-89832082022-04-06 A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch Cai, Xingquan Xi, Mengyao Yu, Nu Yang, Zhe Sun, Haiyan Comput Intell Neurosci Research Article To address the issues of low efficiency in manual terrain feature map annotating and poor realism in terrain elevation map generation, this paper proposes a terrain elevation map generation method based on self-attention mechanism and multifeature sketch. Firstly, the proposed method extracts features from a terrain elevation map using an adaptive feature enhancement method. Afterwards, our method adds a self-attention mechanism to the generator and discriminator of conditional generative adversarial network to capture the global spatial features and generates a realistic terrain elevation map. Finally, a level of detail method is used to visualize the three-dimensional terrain, and an interactive terrain editing tool for roaming interaction is implemented. Experimental data show that the proposed method performs well in subjective visual performance and objective criteria and has obvious advantages over other current typical methods. Hindawi 2022-03-29 /pmc/articles/PMC8983208/ /pubmed/35392041 http://dx.doi.org/10.1155/2022/9481445 Text en Copyright © 2022 Xingquan Cai et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Cai, Xingquan
Xi, Mengyao
Yu, Nu
Yang, Zhe
Sun, Haiyan
A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch
title A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch
title_full A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch
title_fullStr A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch
title_full_unstemmed A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch
title_short A Terrain Elevation Map Generation Method Based on Self-Attention Mechanism and Multifeature Sketch
title_sort terrain elevation map generation method based on self-attention mechanism and multifeature sketch
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8983208/
https://www.ncbi.nlm.nih.gov/pubmed/35392041
http://dx.doi.org/10.1155/2022/9481445
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