2005 · 85 citations · 6 references
ArtsBiomedical EngineeringBiomedical ImagingBiomedical Signal ProcessingComputer VisionDigital Image ProcessingImage EnhancementImage FilteringImage ProcessingMedical Image AnalysisMedical ImagingBilateral FilteringEdge PreservationEdge SmoothingEdge-preserving FilteringEdge-preserving SmoothingImage SmoothingNoise Reduction AlgorithmsRidges
Filtering is a core operation in low level computer vision. It is a preliminary process in many biomedical image processing applications. Bilateral filtering has been applied to smooth biomedical images while preserving the edges. However, to avoid oversmoothing structures of sizes comparable to the image resolutions, a narrow spatial window has to be used. This leads to the necessity of performing more iterations in the filtering process. In this paper, we propose a novel filtering technique namely trilateral filter, which can achieve edge-preserving smoothing with a narrow spatial window in only a few iterations. The experimental results have shown that our novel method provides greater noise reduction than bilateral filtering and smooths biomedical images without over-smoothing ridges and shifting the edge locations, as compared to other noise reduction methods.
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Bilateral filtering for gray and color images
Carlo Tomasi, Roberto Manduchi · 2002 · 8.1K citations
Arts, Vision Science, Color Vision +16
Nonlinear anisotropic filtering of MRI data
Guido Gerig, O. Kübler, Ron Kikinis et al. · IEEE Transactions on Medical Imaging · 1992 · 1.2K citations
The trilateral filter for high contrast images and meshes
Prasun Choudhury, Jack Tumblin · 2005 · 124 citations