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My ICIP 2006 Schedule
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Paper Detail
Paper: | MP-P6.7 |
Session: | Color and Multispectral Processing |
Time: | Monday, October 9, 14:20 - 17:00 |
Presentation: |
Poster |
Topic: |
Color and Multispectral Processing: Multispectral processing |
Title: |
SALIENCE PRESERVING IMAGE FUSION WITH DYNAMIC RANGE COMPRESSION |
Authors: |
Chao Wang; University of Science & Technology of China | | | | Qiong Yang; Microsoft Research Asia | | | | Xiaoou Tang; Microsoft Research Asia | | | | Zhongfu Ye; University of Science & Technology of China | | |
Abstract: |
Gradient conveys important salient features in images. Traditional fusion methods based on gradient generally treat gradients from multi-channels as a multi-valued vector, and compute its global statistics under the assumption of identical distribution. However, different source channels may reflect different important salient features, and their gradients are basically non-dentically distributed. This prevents existing methods from successful salience preservation. In this paper, we propose to fuse the gradients from multi-channels in the concept of saliency. We first measure the salience map of each channel's gradient, and then use their saliency to weight their contribution in computing the global statistics. Gradients with high saliency are properly highlighted in the target gradient, and thereby salient features in the sources are well preserved. Furthermore, we handle the dynamic range problem by applying range compression on the target gradient, and thereby halo effect is effectively reduced. |
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