An Integrated Segmentation Techniques for Myocardial Ischemia
- Title
- An Integrated Segmentation Techniques for Myocardial Ischemia
- Creator
- Merjulah R.; Chandra J.
- Description
- Abstract: Myocardial Ischemia segmentation is a challenging task for basic and translational research on cardiovascular, as it provides ultimately realistic in heart muscle model. The main objective of the research work is to find an efficient segmentation technique for the myocardial ischemia based on the myocardial infarcted MRI data set for the accurate classification of scar volume. The paper will give an insight about the segmentation technique based on myocardial ischemia and discusses essential cellular components. The paper provides an integrated approach which comprises of fuzzy c-means and morphological operations along with median filtering enhancement technique help in detecting the myocardial ischemia. The developed model is tested with 2D and 3D enhanced myocardial ischemia MRI and also with normal heart. The purpose of segmentation in myocardial ischemia is to identify the scar region in the heart. The integrated model is evaluated based on statistical measures and validated based on manual segmentation done by clinical expert. The scar classification is done based on the myocardial ischemia segmentation which leads to better prediction of arrhythmia in heart patient. The integrated model is considered as one of the best model for segmenting myocardial ischemia. 2020, Pleiades Publishing, Ltd.
- Source
- Pattern Recognition and Image Analysis, Vol-30, No. 3, pp. 530-540.
- Date
- 2020-01-01
- Publisher
- Pleiades Publishing
- Subject
- fuzzy C-means; magnetic resonance imaging; median filtering; morphological operations; myocardial infarction; segmentation
- Coverage
- Merjulah R., CHRIST (Deemed to be University), Hosur Road, Bangalore, 560029, Karnataka, India; Chandra J., CHRIST (Deemed to be University), Hosur Road, Bangalore, 560029, Karnataka, India
- Rights
- Restricted Access
- Relation
- ISSN: 10546618
- Format
- Online
- Language
- English
- Type
- Article
Collection
Citation
Merjulah R.; Chandra J., “An Integrated Segmentation Techniques for Myocardial Ischemia,” CHRIST (Deemed To Be University) Institutional Repository, accessed February 28, 2025, https://archives.christuniversity.in/items/show/16309.