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Erschienen in: Quantum Information Processing 6/2020

01.06.2020

Quantum circuit design of approximate median filtering with noise tolerance threshold

verfasst von: HaiYing Xia, YuFang Xiao, ShuXiang Song, HaiSheng Li

Erschienen in: Quantum Information Processing | Ausgabe 6/2020

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Abstract

Quantum median filtering is an important step for many quantum signal processing algorithms. Current quantum median filtering designs show limitations in either computational complexity or incomplete noise detection. We propose a design of quantum median filtering, which uses approximate median filtering with noise tolerance threshold to remove salt-and-pepper noise. Instead of calculating the median, we search an approximate median by sorting four times, which reduces the computational complexity from \(O\left( {21{q^2} + 63q} \right) \) to \(O\left( {12{q^2} + 36q} \right) \). Here, q is the qubit used to represent the gray value. Furthermore, we adopt a two-level threshold to detect the noise points as much as possible. Finally, we design a complete quantum circuit to implement the approximate median filtering. The computational complexity of our proposed circuit is \(O\left( {10{n^2} + 14{q^2}} \right) \) for a NEQR quantum image with a size of \({2^n} \times {2^n}\). The complexity analysis shows that our proposed method significantly speeds up the filtering process compared with the classical filtering methods and the existing quantum filtering methods. In addition, the simulation results prove the proposed approximate median filtering is feasible.

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Metadaten
Titel
Quantum circuit design of approximate median filtering with noise tolerance threshold
verfasst von
HaiYing Xia
YuFang Xiao
ShuXiang Song
HaiSheng Li
Publikationsdatum
01.06.2020
Verlag
Springer US
Erschienen in
Quantum Information Processing / Ausgabe 6/2020
Print ISSN: 1570-0755
Elektronische ISSN: 1573-1332
DOI
https://doi.org/10.1007/s11128-020-02678-6

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