SlideShare una empresa de Scribd logo
1 de 21
ITK in an  Industrial Research Lab GE Research Jim Miller Bill Lorensen Dan Blezek Majeid Alyassin John Schenck Zhu Li Matt Turek Paulo Mendon ç a Dirk Padfield James Ross
ITK at GE Research ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],                                                             
Alzheimer’s Research ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Brain Iron as AD Marker Alzheimer’s Disease Normal HIV
Brain Iron Regional Quantification ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Global Regional
Longitudinal MRI with no registration Checkerboard Source Original image Difference Target Original image
Longitudinal MRI with mutual information registration Checkerboard Source Original image Difference Target Original image
Design of Experiments
Brain Iron Anatomical Quantification ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Global Regional Structural
 
Automatic Brain Structure Segmentation ,[object Object],[object Object],[object Object]
Chronic Obstructive Pulmonary Disease ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],COPD is the 4 th  leading cause of death in the US.
Emphysema ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],5 class and 3 class performance
Chronic Bronchitis Inlier  model TPS Higher order shape models Inlier  model TPS Strong model, robust fits
Airway wall study ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
120-2 Lumen Error: 4.2% Wall Error: 38.3% 120-3 Lumen Error: 38.3% Wall Error: 54.1% 177-3 Lumen Error: 57.7% Wall Error: 410.9% 12-2 Lumen Error: 24.6% Wall Error: 25.7% 103-1 Lumen Error: 2.9% Wall Error: 6.2%
Pig Airway 102-1  (9 mm Lumen Diameter) Pathology Measurements Automatic CT Measurements Lumen Area:  75.02 mm 2 Wall Area:  101.15 mm 2 Lumen Area:  75.27 mm 2  (0.32 % Error) Wall Area:  107.38 mm 2  (6.2 % Error)
Pig Airway 177-3  (~1 mm Lumen Diameter) Pathology Measurements Automatic CT Measurements Lumen Area:  1.36 mm 2 Wall Area:  2.54 mm 2 Lumen Area:  2.14 mm 2  (57.7 % Error) Wall Area:  12.96 mm 2  (410.9 % Error)
Other ITK Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Histogram Tumor Background
Life at an Industrial Research Lab Academia Publish Publish Publish How Why Industry Product Product Product What When Industrial Research Evaluate Accelerate Harden Extend Invent

Más contenido relacionado

La actualidad más candente

Ultrasound Stimulation for Peripheral Nerve Repair v7
Ultrasound Stimulation for Peripheral Nerve Repair v7Ultrasound Stimulation for Peripheral Nerve Repair v7
Ultrasound Stimulation for Peripheral Nerve Repair v7Emily Ashbolt
 
MEDICAL IMAGE PROCESSING
MEDICAL IMAGE PROCESSING MEDICAL IMAGE PROCESSING
MEDICAL IMAGE PROCESSING MOUMITA GHOSH
 
Nanomedicine in the treatment of cancer
Nanomedicine in the treatment of cancerNanomedicine in the treatment of cancer
Nanomedicine in the treatment of cancerArindam Chakraborty
 
Table of Contents - June 2021, Volume 12, Number 3
Table of Contents - June 2021, Volume 12, Number 3Table of Contents - June 2021, Volume 12, Number 3
Table of Contents - June 2021, Volume 12, Number 3sipij
 

La actualidad más candente (7)

Ultrasound Stimulation for Peripheral Nerve Repair v7
Ultrasound Stimulation for Peripheral Nerve Repair v7Ultrasound Stimulation for Peripheral Nerve Repair v7
Ultrasound Stimulation for Peripheral Nerve Repair v7
 
MEDICAL IMAGE PROCESSING
MEDICAL IMAGE PROCESSING MEDICAL IMAGE PROCESSING
MEDICAL IMAGE PROCESSING
 
Nanomedicine in the treatment of cancer
Nanomedicine in the treatment of cancerNanomedicine in the treatment of cancer
Nanomedicine in the treatment of cancer
 
Table of Contents - June 2021, Volume 12, Number 3
Table of Contents - June 2021, Volume 12, Number 3Table of Contents - June 2021, Volume 12, Number 3
Table of Contents - June 2021, Volume 12, Number 3
 
Nanotechnology rmn
Nanotechnology rmnNanotechnology rmn
Nanotechnology rmn
 
Robotics in Spine Surgery?
Robotics in Spine Surgery?Robotics in Spine Surgery?
Robotics in Spine Surgery?
 
Brain imaging
Brain imagingBrain imaging
Brain imaging
 

Similar a ITK Tutorial Presentation Slides-952

L01Intro.ppt
L01Intro.pptL01Intro.ppt
L01Intro.pptOyaLTagit
 
2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...
2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...
2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...Julio Vargas
 
Lec2: Digital Images and Medical Imaging Modalities
Lec2: Digital Images and Medical Imaging ModalitiesLec2: Digital Images and Medical Imaging Modalities
Lec2: Digital Images and Medical Imaging ModalitiesUlaş Bağcı
 
advanced diagnostic aids in periodontics.pptx
advanced diagnostic aids in periodontics.pptxadvanced diagnostic aids in periodontics.pptx
advanced diagnostic aids in periodontics.pptxViola Esther
 
Ben Turner - MRI workshop
Ben Turner -  MRI workshopBen Turner -  MRI workshop
Ben Turner - MRI workshopMS Trust
 
Positron emission tomographic scan
Positron emission tomographic scanPositron emission tomographic scan
Positron emission tomographic scanPrashant Makhija
 
Physics of Nuclear Medicine, SPECT and PET.ppt
Physics of Nuclear Medicine, SPECT and PET.pptPhysics of Nuclear Medicine, SPECT and PET.ppt
Physics of Nuclear Medicine, SPECT and PET.pptHassan Chattha
 
WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1
WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1
WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1Jerry Duncan
 
Neural Engineering Research Overview
Neural Engineering Research OverviewNeural Engineering Research Overview
Neural Engineering Research OverviewRyanClement
 
Medical imaging Seminar Session 1
Medical imaging Seminar Session 1Medical imaging Seminar Session 1
Medical imaging Seminar Session 1Space IDEAS Hub
 
UW Undergrad Research Poster 2015 ATW
UW Undergrad Research Poster 2015 ATWUW Undergrad Research Poster 2015 ATW
UW Undergrad Research Poster 2015 ATWAlexander Wickstrom
 
Radionuclide imaging- Aarti Dubey
Radionuclide imaging- Aarti DubeyRadionuclide imaging- Aarti Dubey
Radionuclide imaging- Aarti Dubeyaartidubey1987
 
advanced diagnostic aids in periodontics
advanced diagnostic aids in periodonticsadvanced diagnostic aids in periodontics
advanced diagnostic aids in periodonticsMehul Shinde
 

Similar a ITK Tutorial Presentation Slides-952 (20)

Ct basics 2
Ct basics 2Ct basics 2
Ct basics 2
 
L01Intro.ppt
L01Intro.pptL01Intro.ppt
L01Intro.ppt
 
L01Intro.ppt
L01Intro.pptL01Intro.ppt
L01Intro.ppt
 
2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...
2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...
2014 CAN J NEUROL SCI - AD Initial clinical implementation of automated volum...
 
Lec2: Digital Images and Medical Imaging Modalities
Lec2: Digital Images and Medical Imaging ModalitiesLec2: Digital Images and Medical Imaging Modalities
Lec2: Digital Images and Medical Imaging Modalities
 
advanced diagnostic aids in periodontics.pptx
advanced diagnostic aids in periodontics.pptxadvanced diagnostic aids in periodontics.pptx
advanced diagnostic aids in periodontics.pptx
 
Ben Turner - MRI workshop
Ben Turner -  MRI workshopBen Turner -  MRI workshop
Ben Turner - MRI workshop
 
Positron emission tomographic scan
Positron emission tomographic scanPositron emission tomographic scan
Positron emission tomographic scan
 
Physics of Nuclear Medicine, SPECT and PET.ppt
Physics of Nuclear Medicine, SPECT and PET.pptPhysics of Nuclear Medicine, SPECT and PET.ppt
Physics of Nuclear Medicine, SPECT and PET.ppt
 
Mehta.ppt
Mehta.pptMehta.ppt
Mehta.ppt
 
01-09 The Virtual Aorta project - Hynes.pdf
01-09 The Virtual Aorta project - Hynes.pdf01-09 The Virtual Aorta project - Hynes.pdf
01-09 The Virtual Aorta project - Hynes.pdf
 
WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1
WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1
WBRT vs GK Surgery_Cooper Univ_1507167_WhitePaper1
 
Neural Engineering Research Overview
Neural Engineering Research OverviewNeural Engineering Research Overview
Neural Engineering Research Overview
 
Medical imaging Seminar Session 1
Medical imaging Seminar Session 1Medical imaging Seminar Session 1
Medical imaging Seminar Session 1
 
UW Undergrad Research Poster 2015 ATW
UW Undergrad Research Poster 2015 ATWUW Undergrad Research Poster 2015 ATW
UW Undergrad Research Poster 2015 ATW
 
Neruoimaging final
Neruoimaging finalNeruoimaging final
Neruoimaging final
 
Radionuclide imaging- Aarti Dubey
Radionuclide imaging- Aarti DubeyRadionuclide imaging- Aarti Dubey
Radionuclide imaging- Aarti Dubey
 
PET SCANNING.pptx
PET SCANNING.pptxPET SCANNING.pptx
PET SCANNING.pptx
 
advanced diagnostic aids in periodontics
advanced diagnostic aids in periodonticsadvanced diagnostic aids in periodontics
advanced diagnostic aids in periodontics
 
Flow basics2.ppt2
Flow basics2.ppt2Flow basics2.ppt2
Flow basics2.ppt2
 

Más de Kitware Kitware

Radial Thickness Calculation and Visualization for Volumetric Layers-8397
Radial Thickness Calculation and Visualization for Volumetric Layers-8397Radial Thickness Calculation and Visualization for Volumetric Layers-8397
Radial Thickness Calculation and Visualization for Volumetric Layers-8397Kitware Kitware
 
A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...
A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...
A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...Kitware Kitware
 
Automatic Brain Segmentation-3770
Automatic Brain Segmentation-3770Automatic Brain Segmentation-3770
Automatic Brain Segmentation-3770Kitware Kitware
 
Nrrd to Dicom Conversion-3769
Nrrd to Dicom Conversion-3769Nrrd to Dicom Conversion-3769
Nrrd to Dicom Conversion-3769Kitware Kitware
 
Functional Magnetic Resonance Imaging Analysis-3765
Functional Magnetic Resonance Imaging Analysis-3765Functional Magnetic Resonance Imaging Analysis-3765
Functional Magnetic Resonance Imaging Analysis-3765Kitware Kitware
 
Diffusion Tensor Imaging Analysis-3749
Diffusion Tensor Imaging Analysis-3749Diffusion Tensor Imaging Analysis-3749
Diffusion Tensor Imaging Analysis-3749Kitware Kitware
 
Manual Segmentation-3747
Manual Segmentation-3747Manual Segmentation-3747
Manual Segmentation-3747Kitware Kitware
 
Data Loading and Visualization-3735
Data Loading and Visualization-3735Data Loading and Visualization-3735
Data Loading and Visualization-3735Kitware Kitware
 
Principles and Practices of Scientific Originology-8392
Principles and Practices of Scientific Originology-8392Principles and Practices of Scientific Originology-8392
Principles and Practices of Scientific Originology-8392Kitware Kitware
 
Principles and Practices of Scientific Originology-8391
Principles and Practices of Scientific Originology-8391Principles and Practices of Scientific Originology-8391
Principles and Practices of Scientific Originology-8391Kitware Kitware
 
ITK Tutorial Presentation Slides-953
ITK Tutorial Presentation Slides-953ITK Tutorial Presentation Slides-953
ITK Tutorial Presentation Slides-953Kitware Kitware
 
ITK Tutorial Presentation Slides-951
ITK Tutorial Presentation Slides-951ITK Tutorial Presentation Slides-951
ITK Tutorial Presentation Slides-951Kitware Kitware
 
ITK Tutorial Presentation Slides-950
ITK Tutorial Presentation Slides-950ITK Tutorial Presentation Slides-950
ITK Tutorial Presentation Slides-950Kitware Kitware
 
ITK Tutorial Presentation Slides-949
ITK Tutorial Presentation Slides-949ITK Tutorial Presentation Slides-949
ITK Tutorial Presentation Slides-949Kitware Kitware
 
ITK Tutorial Presentation Slides-948
ITK Tutorial Presentation Slides-948ITK Tutorial Presentation Slides-948
ITK Tutorial Presentation Slides-948Kitware Kitware
 
ITK Tutorial Presentation Slides-947
ITK Tutorial Presentation Slides-947ITK Tutorial Presentation Slides-947
ITK Tutorial Presentation Slides-947Kitware Kitware
 
ITK Tutorial Presentation Slides-946
ITK Tutorial Presentation Slides-946ITK Tutorial Presentation Slides-946
ITK Tutorial Presentation Slides-946Kitware Kitware
 

Más de Kitware Kitware (20)

Radial Thickness Calculation and Visualization for Volumetric Layers-8397
Radial Thickness Calculation and Visualization for Volumetric Layers-8397Radial Thickness Calculation and Visualization for Volumetric Layers-8397
Radial Thickness Calculation and Visualization for Volumetric Layers-8397
 
A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...
A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...
A Framework for Comparison and Evaluation of Nonlinear Intra-Subject Image Re...
 
Registration-3771
Registration-3771Registration-3771
Registration-3771
 
Automatic Brain Segmentation-3770
Automatic Brain Segmentation-3770Automatic Brain Segmentation-3770
Automatic Brain Segmentation-3770
 
Nrrd to Dicom Conversion-3769
Nrrd to Dicom Conversion-3769Nrrd to Dicom Conversion-3769
Nrrd to Dicom Conversion-3769
 
Data Saving-3767
Data Saving-3767Data Saving-3767
Data Saving-3767
 
FreeSurfer Reader-3766
FreeSurfer Reader-3766FreeSurfer Reader-3766
FreeSurfer Reader-3766
 
Functional Magnetic Resonance Imaging Analysis-3765
Functional Magnetic Resonance Imaging Analysis-3765Functional Magnetic Resonance Imaging Analysis-3765
Functional Magnetic Resonance Imaging Analysis-3765
 
Diffusion Tensor Imaging Analysis-3749
Diffusion Tensor Imaging Analysis-3749Diffusion Tensor Imaging Analysis-3749
Diffusion Tensor Imaging Analysis-3749
 
Manual Segmentation-3747
Manual Segmentation-3747Manual Segmentation-3747
Manual Segmentation-3747
 
Data Loading and Visualization-3735
Data Loading and Visualization-3735Data Loading and Visualization-3735
Data Loading and Visualization-3735
 
Principles and Practices of Scientific Originology-8392
Principles and Practices of Scientific Originology-8392Principles and Practices of Scientific Originology-8392
Principles and Practices of Scientific Originology-8392
 
Principles and Practices of Scientific Originology-8391
Principles and Practices of Scientific Originology-8391Principles and Practices of Scientific Originology-8391
Principles and Practices of Scientific Originology-8391
 
ITK Tutorial Presentation Slides-953
ITK Tutorial Presentation Slides-953ITK Tutorial Presentation Slides-953
ITK Tutorial Presentation Slides-953
 
ITK Tutorial Presentation Slides-951
ITK Tutorial Presentation Slides-951ITK Tutorial Presentation Slides-951
ITK Tutorial Presentation Slides-951
 
ITK Tutorial Presentation Slides-950
ITK Tutorial Presentation Slides-950ITK Tutorial Presentation Slides-950
ITK Tutorial Presentation Slides-950
 
ITK Tutorial Presentation Slides-949
ITK Tutorial Presentation Slides-949ITK Tutorial Presentation Slides-949
ITK Tutorial Presentation Slides-949
 
ITK Tutorial Presentation Slides-948
ITK Tutorial Presentation Slides-948ITK Tutorial Presentation Slides-948
ITK Tutorial Presentation Slides-948
 
ITK Tutorial Presentation Slides-947
ITK Tutorial Presentation Slides-947ITK Tutorial Presentation Slides-947
ITK Tutorial Presentation Slides-947
 
ITK Tutorial Presentation Slides-946
ITK Tutorial Presentation Slides-946ITK Tutorial Presentation Slides-946
ITK Tutorial Presentation Slides-946
 

Último

Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Centuryrwgiffor
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 DelhiCall Girls in Delhi
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Delhi Call girls
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesDipal Arora
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLSeo
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...Any kyc Account
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear RegressionRavindra Nath Shukla
 
Understanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key InsightsUnderstanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key Insightsseri bangash
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...Aggregage
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyEthan lee
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Roland Driesen
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMRavindra Nath Shukla
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...lizamodels9
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxpriyanshujha201
 
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...Suhani Kapoor
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataExhibitors Data
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communicationskarancommunications
 

Último (20)

Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
9599632723 Top Call Girls in Delhi at your Door Step Available 24x7 Delhi
 
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
Best VIP Call Girls Noida Sector 40 Call Me: 8448380779
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
 
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
KYC-Verified Accounts: Helping Companies Handle Challenging Regulatory Enviro...
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear Regression
 
Understanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key InsightsUnderstanding the Pakistan Budgeting Process: Basics and Key Insights
Understanding the Pakistan Budgeting Process: Basics and Key Insights
 
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
VVVIP Call Girls In Greater Kailash ➡️ Delhi ➡️ 9999965857 🚀 No Advance 24HRS...
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case studyThe Coffee Bean & Tea Leaf(CBTL), Business strategy case study
The Coffee Bean & Tea Leaf(CBTL), Business strategy case study
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...
 
Monte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSMMonte Carlo simulation : Simulation using MCSM
Monte Carlo simulation : Simulation using MCSM
 
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
Call Girls In DLf Gurgaon ➥99902@11544 ( Best price)100% Genuine Escort In 24...
 
Forklift Operations: Safety through Cartoons
Forklift Operations: Safety through CartoonsForklift Operations: Safety through Cartoons
Forklift Operations: Safety through Cartoons
 
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptxB.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
B.COM Unit – 4 ( CORPORATE SOCIAL RESPONSIBILITY ( CSR ).pptx
 
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
VIP Call Girls Gandi Maisamma ( Hyderabad ) Phone 8250192130 | ₹5k To 25k Wit...
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors Data
 
Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communications
 

ITK Tutorial Presentation Slides-952

  • 1. ITK in an Industrial Research Lab GE Research Jim Miller Bill Lorensen Dan Blezek Majeid Alyassin John Schenck Zhu Li Matt Turek Paulo Mendon ç a Dirk Padfield James Ross
  • 2.
  • 3.
  • 4. Brain Iron as AD Marker Alzheimer’s Disease Normal HIV
  • 5.
  • 6. Longitudinal MRI with no registration Checkerboard Source Original image Difference Target Original image
  • 7. Longitudinal MRI with mutual information registration Checkerboard Source Original image Difference Target Original image
  • 9.
  • 10.  
  • 11.
  • 12.
  • 13.
  • 14. Chronic Bronchitis Inlier model TPS Higher order shape models Inlier model TPS Strong model, robust fits
  • 15.
  • 16. 120-2 Lumen Error: 4.2% Wall Error: 38.3% 120-3 Lumen Error: 38.3% Wall Error: 54.1% 177-3 Lumen Error: 57.7% Wall Error: 410.9% 12-2 Lumen Error: 24.6% Wall Error: 25.7% 103-1 Lumen Error: 2.9% Wall Error: 6.2%
  • 17. Pig Airway 102-1 (9 mm Lumen Diameter) Pathology Measurements Automatic CT Measurements Lumen Area: 75.02 mm 2 Wall Area: 101.15 mm 2 Lumen Area: 75.27 mm 2 (0.32 % Error) Wall Area: 107.38 mm 2 (6.2 % Error)
  • 18. Pig Airway 177-3 (~1 mm Lumen Diameter) Pathology Measurements Automatic CT Measurements Lumen Area: 1.36 mm 2 Wall Area: 2.54 mm 2 Lumen Area: 2.14 mm 2 (57.7 % Error) Wall Area: 12.96 mm 2 (410.9 % Error)
  • 19.
  • 21. Life at an Industrial Research Lab Academia Publish Publish Publish How Why Industry Product Product Product What When Industrial Research Evaluate Accelerate Harden Extend Invent