Small moving object detection in video sequences

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buir.contributor.authorÇetin, A. Enis
buir.contributor.orcidÇetin, A. Enis|0000-0002-3449-1958
dc.citation.epage2074en_US
dc.citation.spage2071en_US
dc.contributor.authorZaibi, Rabien_US
dc.contributor.authorÇetin, A. Enisen_US
dc.contributor.authorYardımcı, Y.en_US
dc.coverage.spatialIstanbul, Turkey
dc.date.accessioned2016-02-08T11:58:43Z
dc.date.available2016-02-08T11:58:43Z
dc.date.issued2000-06en_US
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.descriptionDate of Conference: 5-9 June 2000
dc.descriptionConference name: 2000 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings
dc.description.abstractIn this paper, we propose a method for detection of small moving objects in video. We first eliminate the camera motion using motion compensation. We then use an adaptive predictor to estimate the current pixel using neighboring pixels in the motion compensated image and, in this way, obtain a residual error image. Small moving objects appear as outliers in the residual image and are detected using a statistical Gaussianity detection test based on higher order statistics. It turns out that in general, the distribution of the residual error image pixels is almost Gaussian. On the other hand, the distribution of the pixels in the residual image deviates from Gaussianity in the existence of outliers. Simulation examples are presented.en_US
dc.identifier.doi10.1109/ICASSP.2000.859242
dc.identifier.issn0736-7791
dc.identifier.urihttp://hdl.handle.net/11693/27649
dc.language.isoEnglishen_US
dc.publisherIEEEen_US
dc.relation.isversionofhttps://doi.org/10.1109/ICASSP.2000.859242
dc.source.title2000 IEEE International Conference on Acoustics, Speech and Signal Processing. Proceedingsen_US
dc.subjectAdaptive filteringen_US
dc.subjectComputer simulationen_US
dc.subjectDetectorsen_US
dc.subjectError analysisen_US
dc.subjectMotion compensationen_US
dc.subjectStatistical methodsen_US
dc.subjectVideo camerasen_US
dc.subjectCamera motionen_US
dc.subjectMoving object detectionen_US
dc.subjectResidual error imageen_US
dc.subjectStatistical Gaussianity detection testsen_US
dc.subjectTwo dimensional adaptive filteringen_US
dc.subjectVideo sequencesen_US
dc.subjectObject recognitionen_US
dc.titleSmall moving object detection in video sequencesen_US
dc.typeConference Paperen_US

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