aerial image exploitation change detection event detection object tracking

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Aerial Image Exploitation • Change Detection • Event Detection • Object Tracking • Region Classification Medical Image Analysis • Automated Cancer Detection • Automatic Pathology Quantification • Automatic Segmentation • Image-Guided Surgery • Computer Aided Forensics Image-Guided Manufacturing • Optical Gauging • Optical Inspection • Large-Part Metrology • Automatic Defect Detection Automated Video Analysis • Complex Scene Decomposition • Market Intelligence • Behavior Recognition • 3D Reconstruction • Ontology-Based Understanding

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Aerial Image Exploitation Change Detection Event Detection Object Tracking Region Classification. Medical Image Analysis Automated Cancer Detection Automatic Pathology Quantification Automatic Segmentation Image-Guided Surgery Computer Aided Forensics. - PowerPoint PPT Presentation

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Page 1: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

Aerial Image Exploitation• Change Detection• Event Detection• Object Tracking• Region Classification

Medical Image Analysis• Automated Cancer Detection• Automatic Pathology Quantification • Automatic Segmentation • Image-Guided Surgery• Computer Aided Forensics

Image-Guided Manufacturing• Optical Gauging• Optical Inspection• Large-Part Metrology• Automatic Defect Detection

Automated Video Analysis• Complex Scene Decomposition• Market Intelligence • Behavior Recognition• 3D Reconstruction• Ontology-Based Understanding

Page 2: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

GE Research NA-MIC Activities

• Dart 2 – released in spring 2006• ITK – orientations, statistical distributions• Slicer3 – execution model, example modules

Page 3: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

Dart 2

• Released in spring 2006• Enterprise environment under investigation• Now used by GE Healthcare to test imaging platforms (XJT, AW)

Page 4: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

Execution model

UserDesktopAlgorithms ITK VTK Slicer

Modules

VTK AppsUsing ITK

Scripts ofSlicer Mods

BatchPrograms

Non-NAMICCmd tools

LONIPipeline

Birn GridData/Compute

Slicer 3.0

Internal application framework using a Slicer 3 plugin

Page 5: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

Slicer 3 Modules

• CommandLineModule

– Add

– AffineRegistration

– BSplineDeformableRegistration

– CheckerBoard

– ConfidenceConnected

– CurvatureAnisotropicDiffusion

– GEDicom2NRRD

– GradientAnisotropicDiffusion

– GrayscaleFillHoleImageFilter

– GrayscaleGrindPeakImageFilter

– GrayscaleModelMaker

– HistogramMatching

– ImageReadDicomWrite

– LinearRegistration

– MedianImageFilter

– OtsuThresholdImageFilter

– OtsuThresholdSegmentation

– ResampleVolume

– Subtract

– VotingBinaryHoleFillingImageFilter

Page 6: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

Slicer 3 usage at GE

• Medical and biological image analysis• Under consideration for contrast agent development• Support research in explosive detection (baggage and

cargo)• May be available as an unsupported research tool on GE

MR host platforms.

Page 7: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

NA-MIC Team

• Bill Lorensen, MS (RPI), 39 years, Core 2 PI, • software engineering, Slicer 3 architecture

• Jim Miller, PhD (RPI), 9 years, Site PI,• software testing, segmentation, Slicer 3 execution model

• Dan Blezek, PhD (Mayo), 7 years, • software testing, MRI, registration, Slicer 3 execution model

• Xiaodong Tao, PhD (JHU), 2 years, • MRI, DTI, Slicer 3 data model

Page 8: Aerial Image Exploitation  Change Detection  Event Detection  Object Tracking

National Alliance for Medical Image Computing http://na-mic.org

Publications

• D. Blezek, J. Miller. "Atlas Stratification“. Medical Image Computing and Computer Assisted Intervention 2006 (MICCAI). LNCS 4190, pp. 712–719.

• X. Tao and J. V. Miller. "A Method for Registering Diffusion Weighted Magnetic Resonance Images“. Medical Image Computing and Computer Assisted Intervention 2006 (MICCAI). LNCS 4191, pp. 594-602.