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Enhancement of textural differences based on morphological component analysis
1. Logic Mind Technologies
Vijayangar (Near Maruthi Medicals), Bangalore-40
Ph: 8123668124 // 8123668066
Title: Enhancement of Textural Differences Based
on Morphological Component Analysis
AbstractโThis paper proposes a new texture enhancement method which uses an
image decomposition that allows different visual characteristics of textures to be
represented by separate components in contrast with previous methods which
either enhance texture indirectly or represent all texture information using a single
image component. Our method is intended to be used as a preprocessing step prior
to the use of texture-based image segmentation algorithms. Our method uses a
modification of morphological component analysis (MCA) which allows texture to
be separated into multiple morphological components each representing a different
visual characteristic of texture. We select four such texture characteristics and
propose new dictionaries to extract these components using MCA. We then
propose procedures for modifying each texture component and recombining them
to produce a texture-enhanced image. We applied our method as a preprocessing
step prior to a number of texture-based segmentation methods and compared the
accuracy of the results, finding that our method produced results superior to
comparator methods for all segmentation algorithms tested. We also demonstrate
by example the main mechanism by which our method produces superior results,
namely that it causes the clusters of local texture features of each distinct image
texture to mutually diverge within the multidimensional feature space to a vastly
superior degree versus the comparator enhancement methods.
2. Software & Hardware requirement:
1. Hardware requirement:
1. PC
2. RAM minimum 2GB
3. HDD minimum 100GB
2. Software requirement:
1. MATLAB 7.0
2. Signal processing toolbox
3. Image processing toolbox
4. Mathematical toolbox
PROJECT FLOW:
First Review:
Literature Survey
Paper Explanation
Design of Project
Project Enhancement explanation
Second Review:
Implementing 40% of Base Paper
Third Review
Implementing Remaining 60% of Base Paper with Future Enhancement
(Modification)
For More Details please contact
Logic Mind Technologies
Vijayangar (Near Maruthi Medicals), Bangalore-40
Ph: 8123668124 // 8123668066
Mail: logicmindtech@gmail.com