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Perspective Texture Synthesis Based on Improved Energy Optimization
Perspective texture synthesis has great significance in many fields like video editing, scene capturing etc., due to its ability to read and control global feature information. In this paper, we present a novel example-based, specifically energy optimization-based algorithm, to synthesize perspectiv...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4197031/ https://www.ncbi.nlm.nih.gov/pubmed/25313637 http://dx.doi.org/10.1371/journal.pone.0110622 |
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author | Bashir, Syed Muhammad Arsalan Ghouri, Farhan Ali Khan |
author_facet | Bashir, Syed Muhammad Arsalan Ghouri, Farhan Ali Khan |
author_sort | Bashir, Syed Muhammad Arsalan |
collection | PubMed |
description | Perspective texture synthesis has great significance in many fields like video editing, scene capturing etc., due to its ability to read and control global feature information. In this paper, we present a novel example-based, specifically energy optimization-based algorithm, to synthesize perspective textures. Energy optimization technique is a pixel-based approach, so it’s time-consuming. We improve it from two aspects with the purpose of achieving faster synthesis and high quality. Firstly, we change this pixel-based technique by replacing the pixel computation with a little patch. Secondly, we present a novel technique to accelerate searching nearest neighborhoods in energy optimization. Using k- means clustering technique to build a search tree to accelerate the search. Hence, we make use of principal component analysis (PCA) technique to reduce dimensions of input vectors. The high quality results prove that our approach is feasible. Besides, our proposed algorithm needs shorter time relative to other similar methods. |
format | Online Article Text |
id | pubmed-4197031 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41970312014-10-16 Perspective Texture Synthesis Based on Improved Energy Optimization Bashir, Syed Muhammad Arsalan Ghouri, Farhan Ali Khan PLoS One Research Article Perspective texture synthesis has great significance in many fields like video editing, scene capturing etc., due to its ability to read and control global feature information. In this paper, we present a novel example-based, specifically energy optimization-based algorithm, to synthesize perspective textures. Energy optimization technique is a pixel-based approach, so it’s time-consuming. We improve it from two aspects with the purpose of achieving faster synthesis and high quality. Firstly, we change this pixel-based technique by replacing the pixel computation with a little patch. Secondly, we present a novel technique to accelerate searching nearest neighborhoods in energy optimization. Using k- means clustering technique to build a search tree to accelerate the search. Hence, we make use of principal component analysis (PCA) technique to reduce dimensions of input vectors. The high quality results prove that our approach is feasible. Besides, our proposed algorithm needs shorter time relative to other similar methods. Public Library of Science 2014-10-14 /pmc/articles/PMC4197031/ /pubmed/25313637 http://dx.doi.org/10.1371/journal.pone.0110622 Text en © 2014 Bashir, Ghouri http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Bashir, Syed Muhammad Arsalan Ghouri, Farhan Ali Khan Perspective Texture Synthesis Based on Improved Energy Optimization |
title | Perspective Texture Synthesis Based on Improved Energy Optimization |
title_full | Perspective Texture Synthesis Based on Improved Energy Optimization |
title_fullStr | Perspective Texture Synthesis Based on Improved Energy Optimization |
title_full_unstemmed | Perspective Texture Synthesis Based on Improved Energy Optimization |
title_short | Perspective Texture Synthesis Based on Improved Energy Optimization |
title_sort | perspective texture synthesis based on improved energy optimization |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4197031/ https://www.ncbi.nlm.nih.gov/pubmed/25313637 http://dx.doi.org/10.1371/journal.pone.0110622 |
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