DocumentCode :
1514417
Title :
Video Completion Using Bandlet Transform
Author :
Mosleh, Ali ; Bouguila, Nizar ; Ben Hamza, A.
Author_Institution :
Dept. of Electr. & Comput. Eng., Concordia Univ., Montréal, QC, Canada
Volume :
14
Issue :
6
fYear :
2012
Firstpage :
1591
Lastpage :
1601
Abstract :
In this paper, we address the video completion problem for two general cases: 1) filling-in the missing regions of videos captured by a non-stationary camera, and 2) filling-in the missing part of video sequences recorded by a stationary camera. For each case, a novel video completion technique based on the bandlet transform is presented. In the first case, a priority-based exemplar algorithm, which applies the bandlet transform and its generated coefficients along with motion information, is used to fill-in the occluded moving object or the removed region. In the second case, our proposed method is followed by a foreground/background segmentation preprocessing step to generate moving objects and background frames in order to facilitate the video completion task. The technique fills-in the background frames after removing objects by means of a precise optimization in the bandlet transform domain. Then, the occluded part of a moving object is completed by a priority-based algorithm which applies frames´ geometry properties using the bandlet transform. Our experimental results indicate that the proposed video completion technique maintains both the spatial and temporal consistency and also demonstrate the effectiveness of the bandlet transform in video completion.
Keywords :
computational geometry; image segmentation; image sequences; transforms; video signal processing; background frame generation; background segmentation preprocessing step; bandlet transform; foreground segmentation preprocessing step; frames geometry properties; missing part filling-in; missing region filling-in; moving object generation; nonstationary camera; priority-based exemplar algorithm; spatial consistency; stationary camera; temporal consistency; video capture; video completion problem; video sequences; Cameras; Image edge detection; Lighting; Vectors; Video sequences; Wavelet transforms; Bandlets; inpainting; motion; video completion;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2012.2198802
Filename :
6198358
Link To Document :
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