Published March 20, 2023
| Version v1
Publication
Local isotropy test based on the oriented perimeter of digitalized images
Contributors
Others:
- Mathématiques Appliquées Paris 5 (MAP5 - UMR 8145) ; Institut National des Sciences Mathématiques et de leurs Interactions (INSMI)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)
- Institut Denis Poisson (IDP) ; Université d'Orléans (UO)-Université de Tours (UT)-Centre National de la Recherche Scientifique (CNRS)
- Laboratoire Jean Alexandre Dieudonné (JAD) ; Université Nice Sophia Antipolis (1965 - 2019) (UNS) ; COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)
- ANR-19-CE40-0005,MISTIC,Models, Inference and Synthesis for Texture In Color(2019)
- ANR-19-P3IA-0002,3IA@cote d'azur,3IA Côte d'Azur(2019)
Description
In this paper we consider the oriented perimeter of a thresholded grey-level image. This geometrical quantity is built by considering separately the horizontal and vertical contributions of the pixel. We explicitly compute the first two moments of the socalled oriented perimeter under the hypothesis of an underlying discrete Gaussian stationary field. We establish a Central Limit Theorem, as the number of pixels goes to infinity, for the joint oriented perimeters at various levels under a summability condition of the covariance function. By using the CLT previously established, we then construct a consistent local isotropy test, based on the ratio of the oriented perimeters. Our theoretical study is completed by extensive numerical illustrations based on simulated data. Finally, we apply our method to detect local isotropy in calcaneus X-ray images.
Additional details
Identifiers
- URL
- https://hal.science/hal-04037394
- URN
- urn:oai:HAL:hal-04037394v1
Origin repository
- Origin repository
- UNICA