Cargando…

Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets

(1) Background: The prevention of critical situations is a key ability in medicine. Hip ultrasound for neonates is a standard procedure to prevent later critical outcomes, such as hip dysplasia. Additionally, the SARS-CoV-2 pandemic has put worldwide stress upon healthcare units, resulting often in...

Descripción completa

Detalles Bibliográficos
Autores principales: Arvinti, Beatrice, Iacob, Emil Radu, Isar, Alexandru, Iacob, Daniela, Costache, Marius
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9410139/
https://www.ncbi.nlm.nih.gov/pubmed/36013277
http://dx.doi.org/10.3390/jpm12081328
_version_ 1784775021836632064
author Arvinti, Beatrice
Iacob, Emil Radu
Isar, Alexandru
Iacob, Daniela
Costache, Marius
author_facet Arvinti, Beatrice
Iacob, Emil Radu
Isar, Alexandru
Iacob, Daniela
Costache, Marius
author_sort Arvinti, Beatrice
collection PubMed
description (1) Background: The prevention of critical situations is a key ability in medicine. Hip ultrasound for neonates is a standard procedure to prevent later critical outcomes, such as hip dysplasia. Additionally, the SARS-CoV-2 pandemic has put worldwide stress upon healthcare units, resulting often in a lack of sufficient medical personnel. This work aims to develop solutions to ease and speed up the process of coming to a correct diagnosis. (2) Methods: Traditional medical procedures are envisaged, but they are enhanced to reduce diagnosing errors due to the movements of the neonates. Echographic noise filtering and contrast correction methods are implemented the Hyperanalytic Wavelet Transform, combined with an adaptive Soft Thresholding Filter. The algorithm is tailored to infants’ structure and is tested on real ultrasounds provided by the “Victor Babes” University of Medicine and Pharmacy. Denoising and contrast correction problems are targeted. (3) Results: In available clinical cases, the noise affecting the image was reduced and the contrast was enhanced. (4) Discussion: We noticed that a significant amount of noise can be added to the image, as the patients are neonates and can hardly avoid movements. (5) Conclusions: The algorithm is personalized with no fixed reference value. Any device easing the clinical procedures of physicians has a practical medical application.
format Online
Article
Text
id pubmed-9410139
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-94101392022-08-26 Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets Arvinti, Beatrice Iacob, Emil Radu Isar, Alexandru Iacob, Daniela Costache, Marius J Pers Med Article (1) Background: The prevention of critical situations is a key ability in medicine. Hip ultrasound for neonates is a standard procedure to prevent later critical outcomes, such as hip dysplasia. Additionally, the SARS-CoV-2 pandemic has put worldwide stress upon healthcare units, resulting often in a lack of sufficient medical personnel. This work aims to develop solutions to ease and speed up the process of coming to a correct diagnosis. (2) Methods: Traditional medical procedures are envisaged, but they are enhanced to reduce diagnosing errors due to the movements of the neonates. Echographic noise filtering and contrast correction methods are implemented the Hyperanalytic Wavelet Transform, combined with an adaptive Soft Thresholding Filter. The algorithm is tailored to infants’ structure and is tested on real ultrasounds provided by the “Victor Babes” University of Medicine and Pharmacy. Denoising and contrast correction problems are targeted. (3) Results: In available clinical cases, the noise affecting the image was reduced and the contrast was enhanced. (4) Discussion: We noticed that a significant amount of noise can be added to the image, as the patients are neonates and can hardly avoid movements. (5) Conclusions: The algorithm is personalized with no fixed reference value. Any device easing the clinical procedures of physicians has a practical medical application. MDPI 2022-08-18 /pmc/articles/PMC9410139/ /pubmed/36013277 http://dx.doi.org/10.3390/jpm12081328 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Arvinti, Beatrice
Iacob, Emil Radu
Isar, Alexandru
Iacob, Daniela
Costache, Marius
Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets
title Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets
title_full Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets
title_fullStr Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets
title_full_unstemmed Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets
title_short Enhanced Child Care: Contrast Correction for Pediatric Hip Ultrasound Using Hyperanalytic Wavelets
title_sort enhanced child care: contrast correction for pediatric hip ultrasound using hyperanalytic wavelets
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9410139/
https://www.ncbi.nlm.nih.gov/pubmed/36013277
http://dx.doi.org/10.3390/jpm12081328
work_keys_str_mv AT arvintibeatrice enhancedchildcarecontrastcorrectionforpediatrichipultrasoundusinghyperanalyticwavelets
AT iacobemilradu enhancedchildcarecontrastcorrectionforpediatrichipultrasoundusinghyperanalyticwavelets
AT isaralexandru enhancedchildcarecontrastcorrectionforpediatrichipultrasoundusinghyperanalyticwavelets
AT iacobdaniela enhancedchildcarecontrastcorrectionforpediatrichipultrasoundusinghyperanalyticwavelets
AT costachemarius enhancedchildcarecontrastcorrectionforpediatrichipultrasoundusinghyperanalyticwavelets