High-frequency details refer to the finer, intricate features present in a signal or image that are often associated with rapid changes in intensity or variation. These details are crucial for capturing sharpness and texture, as they reveal the subtle patterns and structures that characterize high-resolution data. In multiresolution analysis, high-frequency components are essential for distinguishing between different scales of information, allowing for a clearer representation of complex data.
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