Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING

Many medical interventions involve ultrasound based imaging systems to safely localize and navigate instruments into the patient body. To facilitate visual tracking of the instruments, we investigate the techniques and methodologies best suited for solving the problem of needle localization in ultra...

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Main Author: Demeulemeester, Kilian
Format: Others
Language:English
Published: KTH, Skolan för datavetenskap och kommunikation (CSC) 2015
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-180454
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spelling ndltd-UPSALLA1-oai-DiVA.org-kth-1804542016-01-22T05:12:07ZNeedle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSINGengDemeulemeester, KilianKTH, Skolan för datavetenskap och kommunikation (CSC)2015Many medical interventions involve ultrasound based imaging systems to safely localize and navigate instruments into the patient body. To facilitate visual tracking of the instruments, we investigate the techniques and methodologies best suited for solving the problem of needle localization in ultrasound images. We propose a robust procedure that automatically determines the position of a needle in 2D ultrasound images. Such a task is decomposed into the localization of the needle axis and its tip. A first estimation of the axis position is computed with the help of multiple position sensors, including one embedded in the transducer and another in the needle. Based on this, the needle axis is computed using a RANSAC algorithm. The tip is detected by analyzing the intensity along the axis and a Kalman filter is added to compensate for measurement uncertainties. The algorithms were experimentally verified on real ultrasound images acquired by a 2D scanner scanning a portion of a cryogel phantom that contained a thin metallic needle. The experiments shows that the algorithms are capable of detecting a needle at millimeter accuracy.The computational time of the order of milliseconds permits real time needle localization. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-180454application/pdfinfo:eu-repo/semantics/openAccess
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description Many medical interventions involve ultrasound based imaging systems to safely localize and navigate instruments into the patient body. To facilitate visual tracking of the instruments, we investigate the techniques and methodologies best suited for solving the problem of needle localization in ultrasound images. We propose a robust procedure that automatically determines the position of a needle in 2D ultrasound images. Such a task is decomposed into the localization of the needle axis and its tip. A first estimation of the axis position is computed with the help of multiple position sensors, including one embedded in the transducer and another in the needle. Based on this, the needle axis is computed using a RANSAC algorithm. The tip is detected by analyzing the intensity along the axis and a Kalman filter is added to compensate for measurement uncertainties. The algorithms were experimentally verified on real ultrasound images acquired by a 2D scanner scanning a portion of a cryogel phantom that contained a thin metallic needle. The experiments shows that the algorithms are capable of detecting a needle at millimeter accuracy.The computational time of the order of milliseconds permits real time needle localization.
author Demeulemeester, Kilian
spellingShingle Demeulemeester, Kilian
Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING
author_facet Demeulemeester, Kilian
author_sort Demeulemeester, Kilian
title Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING
title_short Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING
title_full Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING
title_fullStr Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING
title_full_unstemmed Needle Localization in Ultrasound Images : FULL NEEDLE AXIS AND TIP LOCALIZATION IN ULTRASOUND IMAGES USING GPS DATA AND IMAGE PROCESSING
title_sort needle localization in ultrasound images : full needle axis and tip localization in ultrasound images using gps data and image processing
publisher KTH, Skolan för datavetenskap och kommunikation (CSC)
publishDate 2015
url http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-180454
work_keys_str_mv AT demeulemeesterkilian needlelocalizationinultrasoundimagesfullneedleaxisandtiplocalizationinultrasoundimagesusinggpsdataandimageprocessing
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