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Description: In this paper we study effective approaches to
create thumbnails input images. Since a thumbnail
will eventually be presented to and perceived by a human
visual system, a thumbnailing algorithm should consider
several important issues in the process including thumb-
nail scale, object completeness and local structure smooth-
ness. To address these issues, we propose a new thumb-
nailing framework named Scale and Object Aware Thumb-
nailing
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