Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee,...
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![Page 1: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/1.jpg)
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 T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/2.jpg)
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 T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/3.jpg)
Example MR Phantom Images
Sagittal Plane
Coronal Plane
Axial Plane
![Page 4: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/4.jpg)
Bad SlidesPa
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![Page 5: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/5.jpg)
Finding EdgesFinding Edges
![Page 6: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/6.jpg)
DisconnectsDisconnects
![Page 7: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/7.jpg)
Remove Extraneous FeaturesRemove Extraneous Features
![Page 8: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/8.jpg)
Can We Fix it?A
ir B
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eaky
Sl
ice
![Page 9: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/9.jpg)
Example Edge Images
Axial Plane
Coronal Plane
Sagittal Plane
![Page 10: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/10.jpg)
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 T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/11.jpg)
Ideal PlanesShift ±½ the phantom dimensionPerpendicular to face
![Page 12: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/12.jpg)
Distortion ModelingMagnetic Field of CylinderSum of spherical harmonics:
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![Page 13: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/13.jpg)
Distortion ModelingMeasured
Corrected
![Page 14: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/14.jpg)
Applying Distortion CorrectionAxial Plane
![Page 15: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/15.jpg)
Applying Distortion CorrectionCoronal Plane
![Page 16: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/16.jpg)
Applying Distortion CorrectionSagittal Plane
![Page 17: Software Development For Correction of Gradient- Nonlinearity Distortions in MR Images T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/17.jpg)
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 T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/18.jpg)
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 T.S. Lee, K.E. Schubert Computer Science CSUSB R.W. Schulte Radiation.](https://reader030.fdocuments.net/reader030/viewer/2022032313/56649e675503460f94b62e6c/html5/thumbnails/19.jpg)
Future WorkFurther verification and testingClinical trialsFDA approvalTreatment on humans