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Abstract

The monogenic signal (MS) was introduced by Felsberg and Sommer, and independently by Larkin under the name vortex operator. It is a two-dimensional (2D) analog of the well-known analytic signal, and allows for direct amplitude and phase demodulation of (amplitude and phase) modulated images so long as the signal is intrinsically one-dimensional (i1D). Felsberg's PhD dissertation also introduced the structure multivector (SMV), a model allowing for intrinsically 2D (i2D) structure. While the monogenic signal has become a well-known tool in the image processing community, the SMV is little used, although even in the case of i1D signals it provides a more robust orientation estimation than the MS. We argue the SMV is more suitable in standard i1D image feature extraction due to the this improvement, and extend the steerable wavelet frames of Held et al. to accommodate the additional features of the SMV. We then propose a novel quality map based on local orientation variance that yields a multiscale phase estimate which performs well even when SNR \(\ge 1\). The performance is evaluated on several synthetic phase estimation tasks as well as on a fine-scale fingerprint registration task related to the 2D phase demodulation problem.

Details

1009240
Title
A Novel Multiscale Spatial Phase Estimate with the Structure Multivector
Publication title
arXiv.org; Ithaca
Publication year
2024
Publication date
Dec 11, 2024
Section
Electrical Engineering and Systems Science
Publisher
Cornell University Library, arXiv.org
Source
arXiv.org
Place of publication
Ithaca
Country of publication
United States
University/institution
Cornell University Library arXiv.org
e-ISSN
2331-8422
Source type
Working Paper
Language of publication
English
Document type
Working Paper
Publication history
 
 
Online publication date
2024-12-12
Milestone dates
2024-12-11 (Submission v1)
Publication history
 
 
   First posting date
12 Dec 2024
ProQuest document ID
3143451317
Document URL
https://www.proquest.com/working-papers/novel-multiscale-spatial-phase-estimate-with/docview/3143451317/se-2?accountid=208611
Full text outside of ProQuest
Copyright
© 2024. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2024-12-13
Database
2 databases
  • ProQuest One Academic
  • ProQuest One Academic