Publication | Closed Access
Efficient moving object segmentation algorithm using background registration technique
355
Citations
18
References
2002
Year
Motion DetectionMachine VisionImage AnalysisEngineeringMultimedia Signal ProcessingPattern RecognitionObject DetectionVideo ProcessingObject SegmentationObject ShadowsImage ProcessorVideo Content AnalysisObject MaskObject Segmentation AlgorithmImage SegmentationComputer Vision
An efficient moving object segmentation algorithm suitable for real-time content-based multimedia communication systems is proposed in this paper. First, a background registration technique is used to construct a reliable background image from the accumulated frame difference information. The moving object region is then separated from the background region by comparing the current frame with the constructed background image. Finally, a post-processing step is applied on the obtained object mask to remove noise regions and to smooth the object boundary. In situations where object shadows appear in the background region, a pre-processing gradient filter is applied on the input image to reduce the shadow effect. In order to meet the real-time requirement, no computationally intensive operation is included in this method. Moreover, the implementation is optimized using parallel processing and a processing speed of 25 QCIF fps can be achieved on a personal computer with a 450-MHz Pentium III processor. Good segmentation performance is demonstrated by the simulation results.
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