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Open Source Imaging Toolkits Rick Avila Director of Medical Applications Kitware, Inc. rick.avila@kitware.com April 27, 2006 Kitware
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Kitware The Software Gap Digital healthcare networks are rolling out across the planet… Digital acquisition devices are exceeding observer ability… Comprehensive disease management tools are needed within a PACS workflow… Brain Lung Colon Cardiac CT Lung Scan Slice Thickness
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Kitware Improving Global Development Efficiency Clinical Study Data Publication Closed systems yield slow advancement Baseline Data Need rapid acquire / develop / validate / review cycles Validation/ Analysis Env/Algs/ Apps Open Science 1.Open Data 2.Open Source 3.Open Publication Years
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Kitware Leveraging Global Resources Experts ClinicalClinical ComputingComputing Imaging Toolkits Software ArchitectureSoftware Architecture AlgorithmsAlgorithms DocumentationDocumentation Validation TestsValidation Tests Development Tools Build UtilitiesBuild Utilities Quality DashboardQuality Dashboard Computing Resources Hardware & SoftwareHardware & SoftwareDatasets All Diseases/ModalitiesAll Diseases/Modalities
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Kitware Open Source Imaging Toolkits Visualization Toolkit (VTK) Insight Toolkit (ITK) Rendering and Display Image Analysis High Quality, State-of-the-art Toolkits for Research and Product Development
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Kitware The Visualization Toolkit (www.vtk.org) –C++ class library for visualization –Designed using object-oriented principles –Portable across Unix, Linux, Windows, MacOSX –Automated Java, TCL, Python bindings –Automated nightly testing –Supports 3D/2D graphics, visualization, image processing, and volume rendering –BSD-style license –C++ class library for visualization –Designed using object-oriented principles –Portable across Unix, Linux, Windows, MacOSX –Automated Java, TCL, Python bindings –Automated nightly testing –Supports 3D/2D graphics, visualization, image processing, and volume rendering –BSD-style license
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Kitware VTK
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Kitware VTK by the Numbers Community 65core developers 2655person mailing list Source Code 1,298C++ classes 737,359lines of C++ code Daily Testing Snapshot 72machine configurations (hw + sw) 74build and test sessions/day 897regression tests/build VTK C++ Files
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Kitware t0t0 t 8 t I(t 0, ) = Q(t) e dt (1) t = t 0 t 8 - a (t’) + sc (t’)dt’ t’ = t 0 t ’ I(t, ’) d ’ (2) Q(t) = q(t) + sc ( 44 ’’ (In Scattering) (Emission) (Absorption) (Out Scattering) t’ Volume Rendering
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Kitware Volume Rendering Architecture Renderer Prop Collection Volume Mapper Volume Property Image Data... Property Input Mapper Volume RayCast Mapper Volume RayCast Function Gradient Estimator Gradient Encoder Gradient Shader
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Kitware Volume Rendering Methods 1) Ray Casting Floating PointFloating Point Composite w/shadeComposite w/shade Gradient Magnitude OpacityGradient Magnitude Opacity MIPMIP IsoSurfaceIsoSurface Fixed PointFixed Point 2) Shear Warp 3) Texture Mapping 2D2D 3D3D 4) VolumePro Hardware (past) …with support for LOD control, multi-threading, …
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Kitware VTK Dashboard using DART
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Kitware CMake (www.cmake.org) Recently Adopted By Linux KDE
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Kitware ITK: The Insight Toolkit (www.itk.org) Toolkit started in 2000Toolkit started in 2000 Open source segmentation & registration algorithmsOpen source segmentation & registration algorithms $13M directly invested to date
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Kitware ITK Developers
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Kitware Image ProcessingImage Processing SegmentationSegmentation RegistrationRegistration No Graphical User Interface (GUI)No Graphical User Interface (GUI) No VisualizationNo Visualization ITK
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Kitware ITK by the Numbers Community 58core developers 1138person mailing list Source Code 1175C++ classes 458,770lines of C++ code Daily Testing Snapshot 84machine configurations (hw + sw) 107build and test sessions/day 1195regression tests/build
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Kitware Image Registration Framework Multi Resolution Registration Framework PDE Based Registration FEM Based Registration Components Registration in ITK Fixed Image Moving Image Metric Transform Interpolator Optimizer Registration Method Fixed Image Moving Image Registered Moving Image
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Kitware Code Input Data Journal Repository Web Site Results Data Author Build Machines PDF doc Insight Journal
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Kitware Use of VTK / ITK ResearchResearch –Algorithm Development & Comparison –Prototypes –Higher-Level Application Toolkits ProductsProducts –Scanners –Analysis Workstations –PACS –Interventional Devices –Research Interfaces
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Kitware Open Source Impact Hans Johnson Lab, University of Iowa –Lab uses ITK and VTK –Student working on atlas based segmentation method –Danielsson signed distance filter is a bottleneck Insight Journal 2/20/2006 –9:26am:IJ mail arrives about EDT filter (PAMI ‘03) –12:30am:Print and read documentation –1:00pm:Embed and run EDT code –1:03pm:!#%?! It runs in only 3 minutes? (10x) –1:10pm:Compare results & do dance of joy –4:00pm:Submit Insight Journal review
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Kitware NAMIC: SLICER
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Kitware Mac: OSIRIX Over 8000 Users ~250 Downloads/Day
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Kitware BrainLab Vector Vision Link Provides a direct interface with the VectorVision IGS navigation system to design and implement new features and functionality
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Kitware Product Use: MeVisLab
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Kitware VolView Clinical (Work in Progress) Not FDA Approved for Clinical Use
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Kitware Open Source Toolkit Growth 7,359,000 hits/month on public.kitware.com
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Kitware Summary Open Source Imaging Toolkits –Efficiently leverage global skills and resources –Represents a large and growing resource –Accelerates healthcare research and product development –Will drive down the cost of healthcare
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Kitware Thank You
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Kitware Doxygen Manual Pages
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Kitware Insight Software Consortium (ISC) A non-profit that provides open-science environments for developers and users involved in medical image analysis research Users’ and Developers’ Point of ViewISC Provides Does the software work?Dashboards Time and interaction to download and install?Packaging Documentation online and available for download?Documentation Standard Consistent code quality?Coding Standard Active support for individual packages, e.g., email lists?Support Standard How can I learn more about the software?ISC hosts tutorials: SPIE… How can I contribute my research and dataThe Insight Journal Open-source changes too quickly! Backward compatible policy What open-science sites are available?The ISC website, The IJ
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Kitware 37 Submissions37 Submissions 90 Reviews90 Reviews by 31 Reviewersby 31 Reviewers 261 Registered Users261 Registered Users Anonymous reviews allowed, but none were submittedAnonymous reviews allowed, but none were submitted Reviewers scoredReviewers scored –Sensitivity –Helpfulness Workshop Response
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Kitware Open Data: NIH RIDER Database
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Kitware vtkVolumeMapper Code is Continuously Explored and Tested by a Large Number of Users and Experts
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Kitware Image Guided Surgery Toolkit
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Kitware
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