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Multilevel 2-D Quantum Wavelet Transforms

delete2022-08-01
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PRE
AI
H
Hai-Sheng Li *
范萍 封面图
范萍 (Ping Fan)
H
Huiling Peng
S
Shuxiang Song
Guilu Long 封面图
Guilu Long (Gui‐Lu Long) *
DOI:10.1109/TCYB.2021.3049509delete
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摘要

摘要

En 中文
Wavelet transform is being widely used in classical image processing. One-dimension quantum wavelet transforms (QWTs) have been proposed. Generalizations of the 1-D QWT into multilevel and multidimension have been investigated but restricted to the quantum wavelet packet transform (QWPTs), which is the direct product of 1-D QWPTs, and there is no transform between the packets in different dimensions. A 2-D QWT is vital for image processing. We construct the multilevel 2-D QWT's general theory. Explicitly, we built multilevel 2-D Haar QWT and the multilevel Daubechies D4 QWT, respectively. We have given the complete quantum circuits for these wavelet transforms, using both noniterative and iterative methods. Compared to the 1-D QWT and wavelet packet transform, the multilevel 2-D QWT involves the entanglement between components in different degrees. Complexity analysis reveals that the proposed transforms offer exponential speedup over their classical counterparts. Also, the proposed wavelet transforms are used to realize quantum image compression. Simulation results demonstrate that the proposed wavelet transforms are significant and obtain the same results as their classical counterparts with an exponential speedup.
Keyword:
Transforms
Wavelet transforms
Logic gates
Tensors
Image processing
Wavelet packets
Image color analysis
Multilevel 2-D-Daubechies quantum wavelet transform (QWT)
multilevel 2-D-Haar QWT
quantum image processing
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期刊

IEEE Transactions on Cybernetics 封面图
IEEE Transactions on Cybernetics
IF:
10.5
论文数:
1.1W
被引数:
5.0W

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tsinghua university
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Guangxi Normal University
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East China Jiaotong University
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