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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Format: | Final Year Project |
Language: | English |
Published: |
2010
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Subjects: | |
Online Access: | http://hdl.handle.net/10356/38566 |
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Institution: | Nanyang Technological University |
Language: | English |
Summary: | 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. |
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