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Massachusetts Institute of Technology

Acquisition and reconstruction techniques for improving rapid magnetic resonance imaging with applications in fetal imaging

Abstract

dc:description.abstract

Magnetic Resonance Imaging (MRI) serves as a powerful and noninvasive medical imaging modality. It gives clinicians the ability to image a wide variety of physical parameters, control image content, and acquire images at arbitrary spatial orientations and resolutions. Recently, MRI has gained traction as a method to supplement the diagnostic capability of Ultrasound for pregnant mothers and fetuses. In particular, MR images dominated by T2 contrast, an intrinsic tissue parameter, give informative visualization for diagnosis. Traditional T2 weighted imaging techniques take on the order of seconds to minutes to acquire an image. However, due to the frequency and unpredictability of fetal motion, imaging techniques in fetal MRI must acquire a 2D image in under a second. T2-weighted fetal MRI techniques, called single shot acquisitions, achieve rapid imaging speed by acquiring all desired data after a single radio frequency excitation, but constraining all measurements to be taken after a single excitation produces images with spatially dependent blurring and poor contrast. As a result, many single shot techniques produce images with reduced diagnostic capability, in comparison to methods with longer acquisition times. This thesis aims to improve the diagnostic quality of T2-weighted single shot images. We incorporate the physical effects of rapid imaging into the image acquisition model and solve the resulting underdetermined system of equations using prior knowledge. We verify the efficacy of the techniques both in simulation and invivo adult brain experiments. Finally, we discuss how our proof of concent technique and results can be translated to the fetal imaging context.

Degree

thesis:*
Name thesis:degree_name
Master
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2019

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Arefeen, Yamin I.(Yamin Ishraq)
Advisor dc:contributor.advisor
  • Elfar Adalsteinsson.

Subjects

dc:subject × 1

Rights

dc:rights
Statement dc:rights
  • MIT theses are protected by copyright. They may be viewed, downloaded, or printed from this source but further reproduction or distribution in any format is prohibited without written permission.
Language dc:language.iso
eng

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/122749
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/122749

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Arefeen, Yamin I.(Yamin Ishraq). Acquisition and reconstruction techniques for improving rapid magnetic resonance imaging with applications in fetal imaging. Massachusetts Institute of Technology, 2019. https://hdl.handle.net/1721.1/122749