Abstract/Details

Detection and measurement of multiple sclerosis brain lesions from magnetic resonance images using image processing techniques

Patel, Jasmica.   DalTech - Dalhousie University (Canada) ProQuest Dissertations Publishing,  1999. MQ48285.

Abstract (summary)

Multiple Sclerosis (MS) is a disease of the Central Nervous System, i.e. the brain and the Spinal Cord. Magnetic Resonance Imaging (MRI) is a medical imaging technique proven to be a sensitive method for monitoring the progression and changes of this disease due to treatment protocols. Quantification of the severity of the disease through estimation of MS lesion volume via MR imaging is vital for understanding and monitoring the disease and its treatment. This thesis presents a refined methodology called Lesion Detection System for the detection of MS lesions with modest operator involvement using intensity-based techniques. The proposed system consists of two major functions, segmentation and calculation. The problem of segmentation consists of the identification and extraction of substructures of the brain, and the creation of partial volume solutions of the tissues under consideration for lesion detection. Calculations involve the volumetric measurements of the results obtained by the segmentation function.

Based on the qualitative and quantitative results obtained by two human raters, it is concluded that the proposed system demonstrates acceptable intra-rater reproducibility in lesion detection. The quantitative test results are also found to be encouraging enough to warrant further study in the proposed technique of MS lesion detection.

Indexing (details)


Subject
Computer science;
Radiology;
Biomedical research;
Biomedical engineering;
Medical imaging
Classification
0984: Computer science
0574: Medical imaging
0541: Biomedical engineering
Identifier / keyword
Health and environmental sciences; Applied sciences; BRAIN; DETECTION; IMAGE; IMAGES; LESIONS; MAGNETIC; MEASUREMENT; MULTIPLE; PROCESSING; RESONANCE; SCLEROSIS; TECHNIQUES; USING
Title
Detection and measurement of multiple sclerosis brain lesions from magnetic resonance images using image processing techniques
Author
Patel, Jasmica
Number of pages
65
Degree date
1999
School code
1326
Source
MAI 38/05M, Masters Abstracts International
Place of publication
Ann Arbor
Country of publication
United States
ISBN
978-0-612-48285-2
Advisor
Scrimger, J. Norman
University/institution
DalTech - Dalhousie University (Canada)
University location
Canada -- Nova Scotia, CA
Degree
M.Comp.Sc.
Source type
Dissertation or Thesis
Language
English
Document type
Dissertation/Thesis
Dissertation/thesis number
MQ48285
ProQuest document ID
304581085
Copyright
Database copyright ProQuest LLC; ProQuest does not claim copyright in the individual underlying works.
Document URL
https://www.proquest.com/docview/304581085