Multiscale shape and detail enhancement from multi-light image collections

被引:142
作者
Fattal, Raanan [1 ]
Agrawala, Maneesh
Rusinkiewicz, Szymon
机构
[1] Univ Calif Berkeley, Berkeley, CA 94720 USA
[2] Princeton Univ, Princeton, NJ 08544 USA
来源
ACM TRANSACTIONS ON GRAPHICS | 2007年 / 26卷 / 03期
关键词
image enhancement; NPR; relighting; shape depiction; bilateral filter; multiscale image processing;
D O I
10.1145/1239451.1239502
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We present a new image-based technique for enhancing the shape and surface details of an object. The input to our system is a small set of photographs taken from a fixed viewpoint, but under varying lighting conditions. For each image we compute a multiscale decomposition based on the bilateral filter and then reconstruct an enhanced image that combines detail information at each scale across all the input images. Our approach does not require any information about light source positions, or camera calibration, and can produce good results with 3 to 5 input images. In addition our system provides a few high-level parameters for controlling the amount of enhancement and does not require pixel-level user input. We show that the bilateral filter is a good choice for our multiscale algorithm because it avoids the halo artifacts commonly associated with the traditional Laplacian image pyramid. We also develop a new scheme for computing our multiscale bilateral decomposition that is simple to implement, fast O(N-2 logN) and accurate.
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页数:9
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