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RESEARCH PRODUCT
Object tracking in medical imaging using a 2D active mesh system
J. LautissierAlain LalandeL. LegrandPaul WalkerFrançois Brunottesubject
Digital image correlation[ INFO.INFO-IM ] Computer Science [cs]/Medical Imagingbusiness.industryComputer scienceOptical flow[INFO.INFO-IM] Computer Science [cs]/Medical ImagingComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION02 engineering and technologyTracking (particle physics)Object detection030218 nuclear medicine & medical imaging03 medical and health sciences0302 clinical medicineMesh generationVideo tracking0202 electrical engineering electronic engineering information engineeringMedical imaging[INFO.INFO-IM]Computer Science [cs]/Medical Imaging020201 artificial intelligence & image processingComputer visionNoise (video)Artificial intelligencebusinessComputingMethodologies_COMPUTERGRAPHICSdescription
International audience; Abstract: This article proposes a technique for tracking moving organs in medical imaging. It can be split into two stages. We first initialize a 2D-triangular mesh on the first image of the sequence. We distinguish different objects of interest by grouping together the triangles that make them up. Afterwards, we deform this mesh on the successive images in order to track each identified object. The tracking stage uses optical flow by adding a node relaxation step to avoid mesh deteriorations. The mesh deformations analysis provides access to motion information along the sequence. This technique is applied to a cine-MRI sequences of the heart and allows the analysis of ventricular motions. The obtained results are quite precise, all the more as the implemented techniques are rather robust to noise and to contrast variations.
year | journal | country | edition | language |
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2003-09-17 |