A cumulative distribution function (CDF) is a mathematical function that describes the probability that a random variable takes on a value less than or equal to a certain point. It effectively summarizes the distribution of values in a dataset and is essential for understanding image histograms and techniques like histogram equalization. By representing the cumulative probabilities, the CDF allows us to see how intensity levels are distributed and how they can be manipulated to improve image contrast.
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