Background modeling and subtraction by codebook construction

We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like...

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Hauptverfasser: Kyungnam Kim, Chalidabhongse, T.H., Harwood, D., Davis, L.
Format: Tagungsbericht
Sprache:eng
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Beschreibung
Zusammenfassung:We present a new fast algorithm for background modeling and subtraction. Sample background values at each pixel are quantized into codebooks which represent a compressed form of background model for a long image sequence. This allows us to capture structural background variation due to periodic-like motion over a long period of time under limited memory. Our method can handle scenes containing moving backgrounds or illumination variations (shadows and highlights), and it achieves robust detection for compressed videos. We compared our method with other multimode modeling techniques.
ISSN:1522-4880
2381-8549
DOI:10.1109/ICIP.2004.1421759