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A proposed scenario to improve the Ncut algorithm in segmentation

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In image segmentation, there are many methods to accomplish the result of segmenting an image into k clusters. However, the number of clusters k is always defined before running the process. It is defined by some observation or knowledge based on the applicati... ...