Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Bashir, Syed Muhammad Arsalan, Ghouri, Farhan Ali Khan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
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
_version_ 1782339564492292096
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
work_keys_str_mv AT bashirsyedmuhammadarsalan perspectivetexturesynthesisbasedonimprovedenergyoptimization
AT ghourifarhanalikhan perspectivetexturesynthesisbasedonimprovedenergyoptimization