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Image Re-Attentionizing

delete2013-12-01
delete36
PRE
AI
T
Tam Nguyen *
B
Bingbing Ni
H
Hairong Liu
夏尉 封面图
夏尉 (Wei Xia)
J
Jiebo Luo
M
Mohan Kankanhalli
S
Shuicheng Yan
DOI:10.1109/TMM.2013.2272919delete
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摘要

摘要

En 中文
In this paper, we propose a computational framework, called Image Re-Attentionizing, to endow the target region in an image with the ability of attracting human visual attention. In particular, the objective is to recolor the target patches by color transfer with naturalness and smoothness preserved yet visual attention augmented. We propose to approach this objective within the Markov Random Field (MRF) framework and an extended graph cuts method is developed to pursue the solution. The input image is first over-segmented into patches, and the patches within the target region as well as their neighbors are used to construct the consistency graphs. Within the MRF framework, the unitary potentials are defined to encourage each target patch to match the patches with similar shapes and textures from a large salient patch database, each of which corresponds to a high-saliency region in one image, while the spatial and color coherence is reinforced as pairwise potentials. We evaluate the proposed method on the direct human fixation data. The results demonstrate that the target region(s) successfully attract human attention and in the meantime both spatial and color coherence is well preserved.
Keyword:
Attention retargeting
visual saliency.
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期刊

IEEE Transactions on Multimedia 封面图
IEEE Transactions on Multimedia
IF:
9.7
论文数:
4.5K
被引数:
2.4W

机构

U
University of Rochester
学者数:
2.6W
论文数: 2.1W
被引数: 2.2W
N
National University of Singapore
学者数:
7.6W
论文数: 6.5W
被引数: 11.4W
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