An Automatic Exposure Method of Plane Array Remote Sensing Image Based on Two-Dimensional Entropy

人工智能 计算机视觉 图像质量 像素 计算机科学 熵(时间箭头) 稳健性(进化) 图像(数学) 物理 生物化学 化学 量子力学 基因
作者
Tan Gao,Liangliang Zheng,Wei Xu,Yongjie Piao,Ru-peng FENG,Xiaolong Chen,Tichao Zhou
出处
期刊:Sensors [Multidisciplinary Digital Publishing Institute]
卷期号:21 (10): 3306-3306 被引量:4
标识
DOI:10.3390/s21103306
摘要

The improper setting of exposure time for the space camera will cause serious image quality degradation (overexposure or underexposure) in the imaging process. In order to solve the problem of insufficient utilization of the camera’s dynamic range to obtain high-quality original images, an automatic exposure method for plane array remote sensing images based on two-dimensional entropy is proposed. First, a two-dimensional entropy-based image exposure quality evaluation model is proposed. The two-dimensional entropy matrix of the image is partitioned to distinguish the saturated areas (region of overexposure and underexposure) and the unsaturated areas (region of propitious exposure) from the original image. The ratio of the saturated area is used as an evaluating indicator of image exposure quality, which is more sensitive to the brightness, edges, information volume, and signal-to-noise ratio of the image. Then, the cubic spline interpolation method is applied to fit the exposure quality curve to efficiently improve the camera’s exposure accuracy. A series of experiments have been carried out for different targets in different environments using the existing imaging system to verify the superiority and robustness of the proposed method. Compared with the conventional automatic exposure method, the signal-to-noise ratio of the image obtained by the proposed algorithm is increased by at least 1.6730 dB, and the number of saturated pixels is reduced to at least 2.568%. The method is significant to improve the on-orbit autonomous operating capability and on-orbit application efficiency of space camera.
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