IEEE Trans Image Process - Multiphase joint segmentation-registration and object tracking for layered images.

Tópicos

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Resumo

In this paper we propose to jointly segment and register objects of interest in layered images. Layered imaging refers to imageries taken from different perspectives and possibly by different sensors. Registration and segmentation are therefore the two main tasks which contribute to the bottom level, data alignment, of the multisensor data fusion hierarchical structures. Most exploitations of two layered images assumed that scanners are at very high altitudes and that only one transformation ties the two images. Our data are however taken at mid-range and therefore requires segmentation to assist us examining different object regions in a divide-and-conquer fashion. Our approach is a combination of multiphase active contour method with a joint segmentation-registration technique (which we called MPJSR) carried out in a local moving window prior to a global optimization. To further address layered video sequences and tracking objects in frames, we propose a simple adaptation of optical flow calculations along the active contours in a pair of layered image sequences. The experimental results show that the whole integrated algorithm is able to delineate the objects of interest, align them for a pair of layered frames and keep track of the objects over time.

Resumo Limpo

paper propos joint segment regist object interest layer imag layer imag refer imageri taken differ perspect possibl differ sensor registr segment therefor two main task contribut bottom level data align multisensor data fusion hierarch structur exploit two layer imag assum scanner high altitud one transform tie two imag data howev taken midrang therefor requir segment assist us examin differ object region divideandconqu fashion approach combin multiphas activ contour method joint segmentationregistr techniqu call mpjsr carri local move window prior global optim address layer video sequenc track object frame propos simpl adapt optic flow calcul along activ contour pair layer imag sequenc experiment result show whole integr algorithm abl delin object interest align pair layer frame keep track object time

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