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A Motion compensated filtering approach to remove sunlight flicker in shallow water images

机译:运动补偿滤波方法可消除浅水图像中的阳光闪烁

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摘要

A common problem in video surveys in very shallow waters is the presence of strong light fluctuations, due to sun light refraction. Refracted sunlight casts fast moving patterns, which can significantly degrade the quality of the acquired data. Motivated by the growing need to improve the quality of shallow water imagery, we propose a method to remove sunlight patterns in video sequences. The method exploits the fact that video sequences allow several observations of the same area of the sea floor, over time. It is based on computing the image difference between a given reference frame and the temporal median of a registered set of neighboring images. A key observation is that this difference will have two components with separable spectral content. One is related to the illumination field (lower spatial frequencies) and the other to the registration error (higher frequencies). The illumination field, recovered by lowpass filtering, is used to correct the reference image. In addition to removing the sunflickering patterns, an important advantage of the approach is the ability to preserve the sharpness in corrected image, even in the presence of registration inaccuracies. The effectiveness of the method is illustrated in image sets acquired under strong camera motion containing non-rigid benthic structures. The results testify the good performance and generality of the approach
机译:在非常浅的水域中,视频调查中的一个常见问题是由于太阳光的折射而导致强烈的光波动。折射的阳光会投射出快速移动的图案,这可能会大大降低所采集数据的质量。出于对改善浅水图像质量日益增长的需求的推动,我们提出了一种去除视频序列中阳光图案的方法。该方法利用以下事实:视频序列可以随时间推移对海底同一区域进行多次观察。它基于计算给定参考帧与一组相邻图像的时间中间值之间的图像差。一个关键的观察结果是,这种差异将包含两个光谱成分可分离的成分。一种与照明场(较低的空间频率)有关,另一种与配准误差(较高的频率)有关。通过低通滤波恢复的照明场用于校正参考图像。除了消除日光闪烁的图案之外,该方法的一个重要优点是即使在配准不准确的情况下,也可以保持校正后图像的清晰度。在包含非刚性底栖结构的强相机运动下获取的图像集中说明了该方法的有效性。结果证明了该方法的良好性能和通用性

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