Polarization-based vision through haze

被引:538
作者
Schechner, YY [1 ]
Narasimhan, SG [1 ]
Nayar, SK [1 ]
机构
[1] Columbia Univ, Dept Comp Sci, Columbia Automated Vis Environm, New York, NY 10027 USA
关键词
D O I
10.1364/AO.42.000511
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We present an approach for easily removing the effects of haze from passively acquired images. Our approach is based on the fact that usually the natural illuminating light scattered by atmospheric particles (airlight) is partially polarized. Optical filtering alone cannot remove the haze effects, except in restricted situations. Our method, however, stems from physics-based analysis that works under a wide range of atmospheric and viewing conditions, even if the polarization is low. The approach does not rely on specific scattering models such as Rayleigh scattering and does not rely on the knowledge of illumination directions. It can be used with as few as two images taken through a polarizer at different orientations. As a byproduct, the method yields a range map of the scene, which enables scene rendering as if imaged from different viewpoints. It also yields information about the atmospheric particles. We present experimental results of complete dehazing of outdoor scenes, in far-from-ideal conditions for polarization filtering. We obtain a great improvement of scene contrast and correction of color. (C) 2003 Optical Society of America.
引用
收藏
页码:511 / 525
页数:15
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