Hybrid Phase-Based Representation of Quantum Images

IF 1.3 4区 物理与天体物理 Q3 PHYSICS, MULTIDISCIPLINARY International Journal of Theoretical Physics Pub Date : 2023-06-03 DOI:10.1007/s10773-023-05354-4
Arijit Mandal, Shreya Banerjee, Prasanta K. Panigrahi
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引用次数: 1

Abstract

We propose a novel and hybrid quantum-classical algorithm that requires only \(O(\log {HW})\) qubits and reduces the multi-qubit gate costs required to represent an image of dimension \((H \times W)\). In this algorithm, no qubit is needed to store the color information of the image. We represent the location information of an image with a superposition of mutually orthogonal vectors of an arbitrary basis and store the pixel information in the phases of the corresponding basis vectors without any extra qubit cost. We further present a classical algorithm to encode the phases and show that the inclusion of the classical algorithm significantly reduces the number of multi-qubit quantum gates required for image representation. Finally, we implement our algorithm on the classical simulator provided by IBM quantum as a proof of concept.

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量子图像的混合相位表示
我们提出了一种新的混合量子经典算法,它只需要\(O(\log {HW})\)量子比特,并减少了表示维度为\((H \times W)\)的图像所需的多量子比特门成本。该算法不需要量子比特来存储图像的颜色信息。我们用任意基的相互正交向量的叠加来表示图像的位置信息,并将像素信息存储在相应基向量的相位中,而不需要额外的量子比特成本。我们进一步提出了一种经典算法来编码相位,并表明经典算法的包含显着减少了图像表示所需的多量子位量子门的数量。最后,我们在IBM quantum提供的经典模拟器上实现了我们的算法,作为概念验证。
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来源期刊
CiteScore
2.50
自引率
21.40%
发文量
258
审稿时长
3.3 months
期刊介绍: International Journal of Theoretical Physics publishes original research and reviews in theoretical physics and neighboring fields. Dedicated to the unification of the latest physics research, this journal seeks to map the direction of future research by original work in traditional physics like general relativity, quantum theory with relativistic quantum field theory,as used in particle physics, and by fresh inquiry into quantum measurement theory, and other similarly fundamental areas, e.g. quantum geometry and quantum logic, etc.
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