APPARATUS AND METHOD FOR AUTOMATICALLY REGISTERING LANDMARKS IN THREE-DIMENSIONAL MEDICAL IMAGE
The present invention is directed to a medical device, and in particular, to a method and device for automatic registration of anatomic points (landmarks) on medical images, wherein the method of automatically registering landmarks in 3D medical images is used, providing obtaining a 3D medical image...
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creator | DANILEVICH, Alexey Bronislavovich KOROBCHENKO, Dmitry Alexandrovich SIROTENKO, Mikhail Yurievich RYCHAGOV, Mikhail Nikolaevich GULAKA, Praveen |
description | The present invention is directed to a medical device, and in particular, to a method and device for automatic registration of anatomic points (landmarks) on medical images, wherein the method of automatically registering landmarks in 3D medical images is used, providing obtaining a 3D medical image, determining a set of search points, extracting features of the search points, forming a set of candidates on demanded landmarks, filtering candidates, and outputting final positions of demanded landmarks. The determining of search points is performed by setting a grid of search points on a 3D image by using a statistical atlas, the statistical atlas is attached to a bounding box corresponding to an investigated portion of a body inside a 3D image, the extracting of features of the search points is performed by selecting a context around each point and applying multilayered feature extraction algorithm thereto, the forming of a set of candidates is performed by computing a quality measure for each search point and for each type of landmarks, using a corresponding output of feature extraction algorithm, and the filtering of candidates is performed by using the statistical atlas and pre-computed thresholds. Herein, final positions are output by sorting all candidates, remained after filtering, within limits of each type of required landmarks according to a quality measure, and by outputting candidates with largest values of a quality measure or demanded number of candidates with largest values of a quality measure. An apparatus and data carrier, based on embodiment of the claimed method, are also part of the present invention. |
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The determining of search points is performed by setting a grid of search points on a 3D image by using a statistical atlas, the statistical atlas is attached to a bounding box corresponding to an investigated portion of a body inside a 3D image, the extracting of features of the search points is performed by selecting a context around each point and applying multilayered feature extraction algorithm thereto, the forming of a set of candidates is performed by computing a quality measure for each search point and for each type of landmarks, using a corresponding output of feature extraction algorithm, and the filtering of candidates is performed by using the statistical atlas and pre-computed thresholds. Herein, final positions are output by sorting all candidates, remained after filtering, within limits of each type of required landmarks according to a quality measure, and by outputting candidates with largest values of a quality measure or demanded number of candidates with largest values of a quality measure. An apparatus and data carrier, based on embodiment of the claimed method, are also part of the present invention.</description><language>eng ; fre ; ger</language><subject>CALCULATING ; COMPUTING ; COUNTING ; IMAGE DATA PROCESSING OR GENERATION, IN GENERAL ; PHYSICS</subject><creationdate>2019</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20190227&DB=EPODOC&CC=EP&NR=2977921B1$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25564,76547</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20190227&DB=EPODOC&CC=EP&NR=2977921B1$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>DANILEVICH, Alexey Bronislavovich</creatorcontrib><creatorcontrib>KOROBCHENKO, Dmitry Alexandrovich</creatorcontrib><creatorcontrib>SIROTENKO, Mikhail Yurievich</creatorcontrib><creatorcontrib>RYCHAGOV, Mikhail Nikolaevich</creatorcontrib><creatorcontrib>GULAKA, Praveen</creatorcontrib><title>APPARATUS AND METHOD FOR AUTOMATICALLY REGISTERING LANDMARKS IN THREE-DIMENSIONAL MEDICAL IMAGE</title><description>The present invention is directed to a medical device, and in particular, to a method and device for automatic registration of anatomic points (landmarks) on medical images, wherein the method of automatically registering landmarks in 3D medical images is used, providing obtaining a 3D medical image, determining a set of search points, extracting features of the search points, forming a set of candidates on demanded landmarks, filtering candidates, and outputting final positions of demanded landmarks. The determining of search points is performed by setting a grid of search points on a 3D image by using a statistical atlas, the statistical atlas is attached to a bounding box corresponding to an investigated portion of a body inside a 3D image, the extracting of features of the search points is performed by selecting a context around each point and applying multilayered feature extraction algorithm thereto, the forming of a set of candidates is performed by computing a quality measure for each search point and for each type of landmarks, using a corresponding output of feature extraction algorithm, and the filtering of candidates is performed by using the statistical atlas and pre-computed thresholds. Herein, final positions are output by sorting all candidates, remained after filtering, within limits of each type of required landmarks according to a quality measure, and by outputting candidates with largest values of a quality measure or demanded number of candidates with largest values of a quality measure. An apparatus and data carrier, based on embodiment of the claimed method, are also part of the present invention.</description><subject>CALCULATING</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>IMAGE DATA PROCESSING OR GENERATION, IN GENERAL</subject><subject>PHYSICS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2019</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNjDsOgkAQQGksjHqHuQAFWBDKkR1g4n7I7lBQbYhZK6MkeP-IiQewes17b59FHAb0KGMAtAoMSe8UtM4DjuIMCjeo9QSeOg5Cnm0HejMN-msAtiC9J8oVG7KBnUW9PdQ3AjbY0THb3efHmk4_HjJoSZo-T8srpnWZb-mZ3pGGsq6quiwuxfkP5QP6AzLg</recordid><startdate>20190227</startdate><enddate>20190227</enddate><creator>DANILEVICH, Alexey Bronislavovich</creator><creator>KOROBCHENKO, Dmitry Alexandrovich</creator><creator>SIROTENKO, Mikhail Yurievich</creator><creator>RYCHAGOV, Mikhail Nikolaevich</creator><creator>GULAKA, Praveen</creator><scope>EVB</scope></search><sort><creationdate>20190227</creationdate><title>APPARATUS AND METHOD FOR AUTOMATICALLY REGISTERING LANDMARKS IN THREE-DIMENSIONAL MEDICAL IMAGE</title><author>DANILEVICH, Alexey Bronislavovich ; KOROBCHENKO, Dmitry Alexandrovich ; SIROTENKO, Mikhail Yurievich ; RYCHAGOV, Mikhail Nikolaevich ; GULAKA, Praveen</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_EP2977921B13</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>eng ; fre ; ger</language><creationdate>2019</creationdate><topic>CALCULATING</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>IMAGE DATA PROCESSING OR GENERATION, IN GENERAL</topic><topic>PHYSICS</topic><toplevel>online_resources</toplevel><creatorcontrib>DANILEVICH, Alexey Bronislavovich</creatorcontrib><creatorcontrib>KOROBCHENKO, Dmitry Alexandrovich</creatorcontrib><creatorcontrib>SIROTENKO, Mikhail Yurievich</creatorcontrib><creatorcontrib>RYCHAGOV, Mikhail Nikolaevich</creatorcontrib><creatorcontrib>GULAKA, Praveen</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>DANILEVICH, Alexey Bronislavovich</au><au>KOROBCHENKO, Dmitry Alexandrovich</au><au>SIROTENKO, Mikhail Yurievich</au><au>RYCHAGOV, Mikhail Nikolaevich</au><au>GULAKA, Praveen</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>APPARATUS AND METHOD FOR AUTOMATICALLY REGISTERING LANDMARKS IN THREE-DIMENSIONAL MEDICAL IMAGE</title><date>2019-02-27</date><risdate>2019</risdate><abstract>The present invention is directed to a medical device, and in particular, to a method and device for automatic registration of anatomic points (landmarks) on medical images, wherein the method of automatically registering landmarks in 3D medical images is used, providing obtaining a 3D medical image, determining a set of search points, extracting features of the search points, forming a set of candidates on demanded landmarks, filtering candidates, and outputting final positions of demanded landmarks. The determining of search points is performed by setting a grid of search points on a 3D image by using a statistical atlas, the statistical atlas is attached to a bounding box corresponding to an investigated portion of a body inside a 3D image, the extracting of features of the search points is performed by selecting a context around each point and applying multilayered feature extraction algorithm thereto, the forming of a set of candidates is performed by computing a quality measure for each search point and for each type of landmarks, using a corresponding output of feature extraction algorithm, and the filtering of candidates is performed by using the statistical atlas and pre-computed thresholds. Herein, final positions are output by sorting all candidates, remained after filtering, within limits of each type of required landmarks according to a quality measure, and by outputting candidates with largest values of a quality measure or demanded number of candidates with largest values of a quality measure. An apparatus and data carrier, based on embodiment of the claimed method, are also part of the present invention.</abstract><oa>free_for_read</oa></addata></record> |
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subjects | CALCULATING COMPUTING COUNTING IMAGE DATA PROCESSING OR GENERATION, IN GENERAL PHYSICS |
title | APPARATUS AND METHOD FOR AUTOMATICALLY REGISTERING LANDMARKS IN THREE-DIMENSIONAL MEDICAL IMAGE |
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