2002 · 62 citations · 8 references
ComputingComputer ScienceCinematographyComputer VisionMachine VisionDigital Image ProcessingEdge DetectionImage ProcessingImage SegmentationMotion AnalysisVideo AnalysisDisplacement Field EstimationImage ThresholdingObject Mask GenerationObject SegmentationSegmentationSegmentation RobustnessThresholdingVideo Segmentation
An algorithm for automatic, noise robust segmentation of moving objects in image sequences is presented. Such algorithms are required for object-based coding techniques like the upcoming ISO/MPEG-4 standard. In a first step, a mask of changed image areas is estimated by a local thresholding relaxation technique. Then, areas of uncovered background are removed from this mask, taking into account an estimated displacement vector field. The resulting object mask is finally improved by applying a grey-level edge adaptation and an object mask memory. The algorithm is compared to a global thresholding technique which is known from the literature. Experimental results show the improvement of the estimated object masks.
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Statistical model-based change detection in moving video
Til Aach, André Kaup, Rudolf Mester · Signal Processing · 1993 · 290 citations