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Simple and effective calculations about spectral power distributions of outdoor light sources for computer vision
Author(s) -
Jiandong Tian,
Zhigang Duan,
Weihong Ren,
Zhi Han,
Yandong Tang
Publication year - 2016
Publication title -
optics express
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.394
H-Index - 271
ISSN - 1094-4087
DOI - 10.1364/oe.24.007266
Subject(s) - radiance , haze , zenith , computer science , diffuse sky radiation , optics , remote sensing , shadow (psychology) , transmittance , computer vision , solar zenith angle , atmospheric optics , artificial intelligence , scattering , physics , meteorology , psychology , psychotherapist , geology
The spectral power distributions (SPD) of outdoor light sources are not constant over time and atmospheric conditions, which causes the appearance variation of a scene and common natural illumination phenomena, such as twilight, shadow, and haze/fog. Calculating the SPD of outdoor light sources at different time (or zenith angles) and under different atmospheric conditions is of interest to physically-based vision. In this paper, for computer vision and its applications, we propose a feasible, simple, and effective SPD calculating method based on analyzing the transmittance functions of absorption and scattering along the path of solar radiation through the atmosphere in the visible spectrum. Compared with previous SPD calculation methods, our model has less parameters and is accurate enough to be directly applied in computer vision. It can be applied in computer vision tasks including spectral inverse calculation, lighting conversion, and shadowed image processing. The experimental results of the applications demonstrate that our calculation methods have practical values in computer vision. It establishes a bridge between image and physical environmental information, e.g., time, location, and weather conditions.

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