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A hybrid-qudit representation of digital RGB images
Quantum image processing is an emerging topic in the field of quantum information and technology. In this paper, we propose a new quantum image representation of RGB images with deterministic image retrieval, which is an improvement over all the similar existing representations in terms of using min...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10444894/ https://www.ncbi.nlm.nih.gov/pubmed/37608205 http://dx.doi.org/10.1038/s41598-023-39906-9 |
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author | Das, Sreetama Caruso, Filippo |
author_facet | Das, Sreetama Caruso, Filippo |
author_sort | Das, Sreetama |
collection | PubMed |
description | Quantum image processing is an emerging topic in the field of quantum information and technology. In this paper, we propose a new quantum image representation of RGB images with deterministic image retrieval, which is an improvement over all the similar existing representations in terms of using minimum resource. We use two entangled quantum registers constituting of total 7 qutrits to encode the color channels and their intensities. Additionally, we generalize the existing encoding methods by using both qubits and qutrits to encode the pixel positions of a rectangular image. This hybrid-qudit approach aligns well with the current progress of NISQ devices in incorporating higher dimensional quantum systems than qubits. We then describe the image encoding method using higher-order qubit-qutrit gates, and demonstrate the decomposition of these gates in terms of simpler elementary gates. We use the Google Cirq’s quantum simulator to verify the image preparation in both the ideal noise-free scenario and in presence of realistic noise modelling. We show that the complexity of the image encoding process is linear in the number of pixels. Lastly, we discuss the image compression and some basic RGB image processing protocols using our representation. |
format | Online Article Text |
id | pubmed-10444894 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104448942023-08-24 A hybrid-qudit representation of digital RGB images Das, Sreetama Caruso, Filippo Sci Rep Article Quantum image processing is an emerging topic in the field of quantum information and technology. In this paper, we propose a new quantum image representation of RGB images with deterministic image retrieval, which is an improvement over all the similar existing representations in terms of using minimum resource. We use two entangled quantum registers constituting of total 7 qutrits to encode the color channels and their intensities. Additionally, we generalize the existing encoding methods by using both qubits and qutrits to encode the pixel positions of a rectangular image. This hybrid-qudit approach aligns well with the current progress of NISQ devices in incorporating higher dimensional quantum systems than qubits. We then describe the image encoding method using higher-order qubit-qutrit gates, and demonstrate the decomposition of these gates in terms of simpler elementary gates. We use the Google Cirq’s quantum simulator to verify the image preparation in both the ideal noise-free scenario and in presence of realistic noise modelling. We show that the complexity of the image encoding process is linear in the number of pixels. Lastly, we discuss the image compression and some basic RGB image processing protocols using our representation. Nature Publishing Group UK 2023-08-22 /pmc/articles/PMC10444894/ /pubmed/37608205 http://dx.doi.org/10.1038/s41598-023-39906-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Das, Sreetama Caruso, Filippo A hybrid-qudit representation of digital RGB images |
title | A hybrid-qudit representation of digital RGB images |
title_full | A hybrid-qudit representation of digital RGB images |
title_fullStr | A hybrid-qudit representation of digital RGB images |
title_full_unstemmed | A hybrid-qudit representation of digital RGB images |
title_short | A hybrid-qudit representation of digital RGB images |
title_sort | hybrid-qudit representation of digital rgb images |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10444894/ https://www.ncbi.nlm.nih.gov/pubmed/37608205 http://dx.doi.org/10.1038/s41598-023-39906-9 |
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