software development for correction of gradient-nonlinearity distortions in mr images

19
Software Development For Software Development For Correction of Gradient- Correction of Gradient- Nonlinearity Distortions in MR Nonlinearity Distortions in MR Images Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation Medicine LLUMC

Upload: elvis-barker

Post on 03-Jan-2016

31 views

Category:

Documents


3 download

DESCRIPTION

Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images. T.S. Lee, K.E. Schubert Computer Science CSUSB. R.W. Schulte Radiation Medicine LLUMC. Functional Proton Radiosurgery. Functional Neurosurgery Trigeminal Neuralgia Parkinson’s Disease - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Software Development For Software Development For Correction of Gradient-Correction of Gradient-

Nonlinearity Distortions in MR Nonlinearity Distortions in MR ImagesImages

T.S. Lee, K.E. Schubert

Computer Science

CSUSB

R.W. Schulte

Radiation Medicine

LLUMC

Page 2: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Functional Proton Radiosurgery Functional Neurosurgery

– Trigeminal Neuralgia

– Parkinson’s DiseaseParkinson’s Disease

– Brain regions (< 1 cm)

Proton Radiosurgery– Accurate to less than 1 mm

MRI for target localization– Distinguish tissue types

– 512512 images

– 262,144 pixels/study

– Gradient nonlinearity distortions (~2mm)

Page 3: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Example MR Phantom Images

Sagittal Plane

Coronal Plane

Axial Plane

Page 4: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Bad SlidesPa

rtia

l Ph

anto

m

Part

ial

Phan

tom

No

Phan

tom

Off

Cen

ter

Phan

tom

Page 5: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Finding EdgesFinding Edges

Page 6: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

DisconnectsDisconnects

Page 7: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Remove Extraneous FeaturesRemove Extraneous Features

Page 8: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Can We Fix it?A

ir B

ubbl

eL

eaky

Sl

ice

Page 9: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Example Edge Images

Axial Plane

Coronal Plane

Sagittal Plane

Page 10: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

MidplanesMidplanes

Calculate Midpoints Fit Midplane

Ideal shape, size, and orientation of phantom’s faces

Stack Midpoints

Page 11: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Ideal PlanesShift ±½ the phantom dimensionPerpendicular to face

Page 12: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Distortion ModelingMagnetic Field of CylinderSum of spherical harmonics:

5

4322

3

2222

31

220

44

2223

2222

21

220

44

2223

2222

21

220

,,

,,

,,

zKzyxKzyxK

zKzyzKzzyxfZ

yzKyzyxKyyxK

yzKyyxKyzyxfY

xzKxzyxKxyxK

xzKxyxKxzyxfX

xzz

zzz

yyy

yyy

xxx

xxx

Page 13: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Distortion ModelingMeasured

Corrected

Page 14: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Applying Distortion CorrectionAxial Plane

Page 15: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Applying Distortion CorrectionCoronal Plane

Page 16: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Applying Distortion CorrectionSagittal Plane

Page 17: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

ResultsTheoretical undistorted points vs. corrected pointsStandard deviations of correction

+X face: Standard Deviation = 0.23503 mm

-X face: Standard Deviation = 0.25168 mm

+Y face: Standard Deviation = 0.15322 mm

-Y face: Standard Deviation = 0.15823 mm

+Z face: Standard Deviation = 0.13548 mm

-Z face: Standard Deviation = 0.14173 mm

Page 18: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Conclusions3 range 0.4 – 0.8 mm

–1-2 pixels on each image–Originally 2mm (5-6 pixels)

Accurate localization of anatomical targets

Page 19: Software Development For Correction of Gradient-Nonlinearity Distortions in MR Images

Future WorkFurther verification and testingClinical trialsFDA approvalTreatment on humans