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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-8983208 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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