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Fardin Akhlaghian Tab

Fardin Akhlaghian Tab

Academic rank: Associate Professor
ORCID:
Education: PhD.
ScopusId: 9635715500
HIndex:
Faculty: Faculty of Engineering
Address:
Phone:

Research

Title
Multi resolution image segmentation with border smoothness for scalable object-based wavelet coding"
Type
Presentation
Keywords
Multi resolution-image segmentation-border smoothness-object-wavelet coding
Year
2003
Researchers Fardin Akhlaghian Tab ، Golshah Naghdy ، Alfered Mertins

Abstract

This paper introduces a multiresolution image segmentation algorithm for scalable object-based wavelet coding applications. This algorithm is based on discrete wavelet transform and multiresolution Markov random _eld (MMRF) modelling. The major contribution of this work is to add spatial scalability and border smoothness in the segmentation algorithm usable for object-based wavelet coding algorithm. To optimize the segmentation/extraction of objects/regions of interest in all scales of the wavelet pyramid, with scalability constraint, a multiresolution analysis is incorporated into the objective function of MMRF segmentation algorithm. The proposed algorithm improves border smoothness in all regions, particularly in lower resolutions. In addition to scalability between objects/regions in different levels, the proposed algorithm outperforms the standard multiresolution segmentation algorithms, in both objective and subjective tests, in yielding an effective segmentation that supports scalable object-based wavelet coding.