Re-colorization with random walks

Image re-colorization means replacing the original image colors with other specifies colors. Image segmentation is the technique separating an image into different regions according to likelihood between adjacent pixels. My final year project conducted a research on combining random walks i...

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Main Author: Zhong, Yuan
Other Authors: Cai Jianfei
Format: Final Year Project
Language:English
Published: 2010
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Online Access:http://hdl.handle.net/10356/38566
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-385662023-03-03T20:26:22Z Re-colorization with random walks Zhong, Yuan Cai Jianfei School of Computer Engineering Centre for Multimedia and Network Technology DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision Image re-colorization means replacing the original image colors with other specifies colors. Image segmentation is the technique separating an image into different regions according to likelihood between adjacent pixels. My final year project conducted a research on combining random walks image segmentation and chrominance blending image re-colorization. The objective of this project is developing stand alone program realizing image re-colorization with segmentation performed first. The results are expected to be as good as the existing approaches. The program development was started after my solid understanding on the background knowledge. It took me around 6 months to finish the project. I used related papers and available source codes as the key references. I also adopted GMM in the random walks algorithm. The program developed gives quite accurate segmentation result, with natural re-coloring effects. Compared with best existing approach, it shows less sensitivity to users’ input. However, the speed of the program needs to be improved by various means. In the report, the introduction includes overview of the project, the project purposes, background information and limitations. Then it will discuss on design consideration as well as implementation details. After that certain test results will be presented to comment on program’s robustness. Last but not least, the conclusion wraps up the whole paper with meaningful recommendations on future works. Bachelor of Engineering (Computer Engineering) 2010-05-11T09:12:41Z 2010-05-11T09:12:41Z 2010 2010 Final Year Project (FYP) http://hdl.handle.net/10356/38566 en Nanyang Technological University 63 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
Zhong, Yuan
Re-colorization with random walks
description Image re-colorization means replacing the original image colors with other specifies colors. Image segmentation is the technique separating an image into different regions according to likelihood between adjacent pixels. My final year project conducted a research on combining random walks image segmentation and chrominance blending image re-colorization. The objective of this project is developing stand alone program realizing image re-colorization with segmentation performed first. The results are expected to be as good as the existing approaches. The program development was started after my solid understanding on the background knowledge. It took me around 6 months to finish the project. I used related papers and available source codes as the key references. I also adopted GMM in the random walks algorithm. The program developed gives quite accurate segmentation result, with natural re-coloring effects. Compared with best existing approach, it shows less sensitivity to users’ input. However, the speed of the program needs to be improved by various means. In the report, the introduction includes overview of the project, the project purposes, background information and limitations. Then it will discuss on design consideration as well as implementation details. After that certain test results will be presented to comment on program’s robustness. Last but not least, the conclusion wraps up the whole paper with meaningful recommendations on future works.
author2 Cai Jianfei
author_facet Cai Jianfei
Zhong, Yuan
format Final Year Project
author Zhong, Yuan
author_sort Zhong, Yuan
title Re-colorization with random walks
title_short Re-colorization with random walks
title_full Re-colorization with random walks
title_fullStr Re-colorization with random walks
title_full_unstemmed Re-colorization with random walks
title_sort re-colorization with random walks
publishDate 2010
url http://hdl.handle.net/10356/38566
_version_ 1759854458196459520