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An Interactive Virtual Endoscopy Tool With Automated Path Generation Delphine Nain, MIT AI Laboratory. Thesis Advisor : W. Eric. L Grimson, MIT AI Laboratory.
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Presentation Overview Background and Motivation Interactive System Central Path Planning Algorithm Synchronized Virtual Endoscopy Conclusion
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Medical Motivation Cancer is the 2 nd cause of death in the US 43 % of people have a risk to be diagnosed with cancer –Out of those 88 % are cancer in inner organ How can “see” inside the body to screen and cure?
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Conventional Endoscopy advantages: –minimally invasive –high resolution –interactivity disadvantages: –can be painful and uncomfortable –limited exploration
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Conventional Medical Imaging
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Conventional Visualization advantages: –non invasive –information on tissue shape through and beyond walls of organ disadvantages: –mentally align contiguous slides –lower resolution than video
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Segmentation: Volume
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3D Reconstruction : Model
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3D Visualization
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Virtual Endoscopy Combines strengths of previous alternatives on patient-specific dataset –Spatial exploration –Cross-correlation with original volume Compact and Intuitive way to explore huge amount of information
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Virtual Endoscopy: advantages clinical studies: –planning and post-operation: generates views that are not observable in actual endoscopic examinations –color coding algorithms give supplemental information
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Virtual Colonoscopy
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System Requirements Combination of Interactivity and Automation is key Cross Reference between 3D models and grayscale volumes
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Presentation Overview Background and Motivation Interactive System Central Path Planning Algorithm Synchronized Virtual Endoscopy Conclusion
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Display
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Navigation Interface
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Cross Reference Provided by Arjan Welmers
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Path: Update
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Applications: Middle Ear Thomas Rodt Soenke Bartling
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Applications: Cardiovascular Provided by Bonglin Chung
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Presentation Overview Background and Motivation Interactive System Central Path Planning Algorithm Synchronized Virtual Endoscopy Conclusion
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Automated Path Planning Goal: provide a “create path” button that produces a centerline inside a 3D model of any topology
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Input
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Output
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Step 1: Produce a Labelmap
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Step 2: Produce a distance map
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Step 3: Create a Graph Create a Graph description of the Distance Map Nodes are voxels inside the model Edge weight are 1/(distance) 2 from the wall of the organ
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Step 4: Run modified Dijkstra Dijkstra algorithm is a single source shortest path algorithm We use a binary heap An optimization: keep an evolving front, stop when reach the end node
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Step 5: Results Running Time: ~7s
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Step 5: Results Running Time: ~3s
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Presentation Overview Background and Motivation Interactive System Central Path Planning Algorithm Synchronized Virtual Endoscopy Conclusion
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Synchronized Virtual Colonoscopy
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Dynamic Programming
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Results
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Conclusion Combination of Automation and Interactivity is key Cross Reference is important Synchronized Fly-Throughs is novel contribution Publication: D. Nain, S. Haker, E. Grimson, R. Kikinis “An Interactive Virtual Endoscopy Tool”, IMIVA workshop, MICCAI 2001.
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Acknowledgements Ron Kikinis Steve Haker Lauren O’Donnell David Gering Carl-Fredrik Westin Peter Everett Sandy Wells Eric Cosman Polina Golland Soenke Bartling John Fisher Mike Halle Ferenc Jolesz
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Thank You! Steve Haker, Hoon Ji, Connie Sehnert
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Correspondance T is transformation matrix (translation or rotation along local axis) VC = To uniquely determine the coordinates of the virtual camera: coordinates of camera : VC new = VC old * T coordinates of the focal point: FP new = VC new * T
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Cross Reference Provided by Arjan Welmers
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3D Visualization
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Synchronized Virtual Endoscopy
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