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Wavelet-based enhancement for detection of left ventricular myocardial boundaries in magnetic resonance images
- Source :
- Magnetic resonance imaging. 18(9)
- Publication Year :
- 2000
-
Abstract
- MRI is noninvasive and generates clear images, giving it great potential as a diagnostic instrument. However, current methods of image analysis are too time-consuming for dynamic systems such as the cardiovascular system. Since dynamic imagery generate a huge number of images, a computer aided machine vision diagnostic tool is essential for implementing MRI-based measurement. In this paper, a wavelet-based image technique is applied to enhance left ventricular endocardial and epicardial profiles as the preprocessor for a dynamic programming-based automatic border detection algorithm. Statistical tests are conducted to verify the performance of the enhancement technique by comparing borders manually drawn with 1. borders generated from the enhanced images, and 2. borders generated for the original images.
- Subjects :
- Signal processing
business.industry
Machine vision
Computer science
Image quality
Heart Ventricles
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Biomedical Engineering
Biophysics
Wavelet transform
Image Enhancement
Magnetic Resonance Imaging
Edge detection
Wavelet
Computer-aided
Preprocessor
Humans
Radiology, Nuclear Medicine and imaging
Computer vision
Artificial intelligence
business
Algorithms
Subjects
Details
- ISSN :
- 0730725X
- Volume :
- 18
- Issue :
- 9
- Database :
- OpenAIRE
- Journal :
- Magnetic resonance imaging
- Accession number :
- edsair.doi.dedup.....f1634d588b664802c3cf3063b91f483a