Alpha-trimmed means and their relationship to median filters
Suppose that X is a finite set of N numbers, The α-trimmed mean of X is obtained by sorting X into ascending order, removing (trimming) a fixed fraction \alpha(0 \leq \alpha \leq 0.5) from the high and low ends of the sorted set, and computing the average of the remaining values. When applied to a s...
Gespeichert in:
Veröffentlicht in: | IEEE transactions on acoustics, speech, and signal processing speech, and signal processing, 1984-02, Vol.32 (1), p.145-153 |
---|---|
Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext bestellen |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Suppose that X is a finite set of N numbers, The α-trimmed mean of X is obtained by sorting X into ascending order, removing (trimming) a fixed fraction \alpha(0 \leq \alpha \leq 0.5) from the high and low ends of the sorted set, and computing the average of the remaining values. When applied to a sliding window of length LW, the α-trimming process is called α-trim filtering. For α = 0.5, the α-trimmed mean of a set is the median of the set and the filtering operation is called median filtering. Repeated application of a median filter to the output of a previous median filter of the same length LW eventually produces a signal which is invariant to median filtering. This final signal is called the root signal. This paper explains the relationship between α-trimmed means and median filters, derives a simple straightforward and fast algorithm for applying a median filter, and provides a new explanation of the convergence of repeated median filtering to the root signal. The latter result incorporates an approach which permits generalization of the associated concepts to a larger class of "index map" filters. |
---|---|
ISSN: | 0096-3518 |
DOI: | 10.1109/TASSP.1984.1164279 |