4.7 Article

A novel quantum representation for log-polar images

Journal

QUANTUM INFORMATION PROCESSING
Volume 12, Issue 9, Pages 3103-3126

Publisher

SPRINGER
DOI: 10.1007/s11128-013-0587-8

Keywords

Quantum image; Image representation; Log polar; Quantum algorithm; Image registration

Funding

  1. National High-tech R&D Program of China (863 Program) [2012AA010901, 2012AA01A301]
  2. NCET
  3. National Science Foundation (NSF) China [61272142, 61103082, 61003075, 61170261, 61103193]

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The power of quantum mechanics has been extensively exploited to meet the high computational requirement of classical image processing. However, existing quantum image models can only represent the images sampled in Cartesian coordinates. In this paper, quantum log-polar image (QUALPI), a novel quantum image representation is proposed for the storage and processing of images sampled in log-polar coordinates. In QUALPI, all the pixels of a QUALPI are stored in a normalized superposition and can be operated on simultaneously. A QUALPI can be constructed from a classical image via a preparation whose complexity is approximately linear in the image size. Some common geometric transformations, such as symmetry transformation, rotation, etc., can be performed conveniently with QUALPI. Based on these geometric transformations, a fast rotation-invariant quantum image registration algorithm is designed for log-polar images. Performance comparison with classical brute-force image registration method reveals that our quantum algorithm can achieve a quartic speedup.

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