NDLI: A high throughput and efficient visualization method for diffusion tensor imaging of human brain white matter employing diffusion-map space

Content Provider	IEEE Xplore Digital Library
Author	Aarabi, M.H. Kazerooni, A.F. Salehi, N. Rad, H.S.
Copyright Year	2014
Description	Author affiliation: Quantitative MR Imaging & Spectrosc. Group (QMISG), Tehran Univ. of Med. Sci., Tehran, Iran (Aarabi, M.H.; Kazerooni, A.F.; Salehi, N.; Rad, H.S.)
Abstract	Diffusion tensor imaging (DTI) possesses high dimension and complex structure, so that detecting available pattern information and its analysis based on conventional linear statistics and classification methods become inefficient. In order to facilitate classification, segmentation, compression or visualization of the data, dimension reduction is far-reaching. There have been many approaches proposed for this purpose, which mostly rely on complex low dimensional manifold embedding of the high-dimensional space. Dimension reduction is commonly applicable through linear algorithms, such as principal component analysis and multi-dimensional scaling; however, they are not able to deal with complex and high dimensional data. In this light, nonlinear algorithms with the capability to preserve the distance of high dimensional data have been developed. The purpose of this paper is to propose a new method for meaningful visualization of brain white matter using diffusion tensor data to map the 6-dimensional tensor to a three dimensional space employing Markov random walk and diffusion distance algorithms, leading to a new distance-preserving map for the DTI data with lower dimension and higher throughput information.
Sponsorship	IEEE Eng. Med. Biol. Soc.
Starting Page	2368
Ending Page	2371
File Size	890917
Page Count	4
File Format	PDF
ISBN	9781424479290
ISSN	1557170X
DOI	10.1109/EMBC.2014.6944097
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2014-08-26
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Diffusion tensor imaging Manifolds Data visualization Tensile stress Biomedical imaging Principal component analysis diffusion tensor magnetic resonance imaging (DTMRI) human brain white matter nonlinear dimensionality reduction Diffusion Map distance-preserving mapping
Content Type	Text
Resource Type	Article
Subject	Signal Processing Biomedical Engineering Health Informatics Computer Vision and Pattern Recognition

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

1 perception-based visualization of manifold-valued medical images using distance-preserving dimensionality reduction.

Perception-Based Visualization of Manifold-Valued Medical Images Using Distance-Preserving Dimensionality Reduction

Visualization of white matter tracts with wrapped streamlines

1 Perception-based Visualization of Manifold-Valued Medical Images using Distance-Preserving Dimensionality Reduction

Abstract structural connectivity in white matter using the projected diffusion-tensor distance (2001).

Human Brain Diffusion Tensor Imaging Visualization With Virtual Reality

Comparison of brain white matter fiber orientation measurements based on diffusion tensor imaging and light microscopy

Myocardial fiber orientation mapping via MR diffusion tensor imaging

Bilateral Filtering of Diffusion Tensor Magnetic Resonance Images

A high throughput and efficient visualization method for diffusion tensor imaging of human brain white matter employing diffusion-map space

Similar Documents

1 perception-based visualization of manifold-valued medical images using distance-preserving dimensionality reduction.

Perception-Based Visualization of Manifold-Valued Medical Images Using Distance-Preserving Dimensionality Reduction

Visualization of white matter tracts with wrapped streamlines

1 Perception-based Visualization of Manifold-Valued Medical Images using Distance-Preserving Dimensionality Reduction

Abstract structural connectivity in white matter using the projected diffusion-tensor distance (2001).

Human Brain Diffusion Tensor Imaging Visualization With Virtual Reality

Comparison of brain white matter fiber orientation measurements based on diffusion tensor imaging and light microscopy

Myocardial fiber orientation mapping via MR diffusion tensor imaging

Bilateral Filtering of Diffusion Tensor Magnetic Resonance Images

A high throughput and efficient visualization method for diffusion tensor imaging of human brain white matter employing diffusion-map space