Image Segmentation Via Color Clustering
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2014, Vol 5, Issue 7
Abstract
This paper develops a computationally efficient process for segmentation of color images. The input image is partitioned into a set of output images in accordance to color characteristics of various image regions. The algorithm is based on random sampling of the input image and fuzzy clustering of the training data followed by crisp classification of the input image. The user prescribes the number of randomly selected pixels comprising the trainer set and the number of color classes characterizing the image compartments. The algorithm developed here constitutes an effective preprocessing technique with various applications in machine vision systems. Spectral segmentation of the sensor image can potentially lead to enhanced performance of the object detection, classification, recognition, authentication and tracking modules of the autonomous vision system.
Authors and Affiliations
Kaveh Heidary
Keywords
Related Articles
- EP ID EP99815
- DOI 10.14569/IJACSA.2014.050702
- Views 100
- Downloads 0
Reverse Area Skyline in a Map
Skyline query retrieves a set of data objects, each of which is not dominated by another object. On the other hand, given a query object q, “reverse” skyline query retrieves a set of points that are “dynamic” skyline of...
A Review of Data Synchronization and Consistency Frameworks for Mobile Cloud Applications
Mobile devices are rapidly becoming the predom-inant means of accessing the Internet due to advances in wireless communication techniques. The development of Mobile applications (“apps”) for various platforms is on the r...
Indian Sign Language Recognition Using Eigen Value Weighted Euclidean Distance Based Classification Technique
Sign Language Recognition is one of the most growing fields of research today. Many new techniques have been developed recently in these fields. Here in this paper, we have proposed a system using Eigen value weighted Eu...
A Conceptual Design Model for High Performance Hotspot Network Infrastructure (GRID WLAN).
The emergence of wireless networking technologies for large enterprises, operators (service providers), small-medium organizations, has made hotspot solutions for metropolitan area networks (MAN), last mile wireles...
Performance Investigation of VoIP Over Mobile WiMAX Networks through OPNET Simulation
Worldwide Interoperability for Microwave Access (WiMAX) is regarded as a promising technology that can provide wireless communication because of its advantages which include, high-speed data rates, high coverage and low...