Reflections Removal Using K-Means Clustering

Y. Ali, Maisa S. Mohsen
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Abstract

The reflection generated from the semi reflectors (glass windows) affects the algorithm efficiency of the computer vision. It is a naturally hard problem to separate a single overlapped image into a reflection image and a transmission image, which is a kind of blind separation problems. This paper presents an automatic algorithm to separate the reflected and the transmitted components of a single superimposed image by clustering mixture pixels. Various examples are tested to validate the effectiveness of the proposal algorithm. Experimental results proved that the proposed algorithm can produce acceptable results.
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基于k均值聚类的反射去除
半反射镜(玻璃窗)产生的反射影响计算机视觉的算法效率。将单个重叠图像分离为反射图像和透射图像是一个天然的难题,这是一种盲分离问题。提出了一种利用混合像元聚类的方法自动分离单幅叠加图像的反射和透射分量的算法。通过实例验证了该算法的有效性。实验结果证明,该算法可以产生令人满意的结果。
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