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27 Jul 2025 - 30 Jul 2025

AAPM 2025 - 67th Annual Meeting & Exhibition of the American Association of Physicists in Medicine

New Model Makes MRI More Accurate and Reliable

By MedImaging International staff writers
Posted on 30 Dec 2024

Image: The new MRI model can produce more accurate and reliable analysis of brain structures (Photo courtesy of 123RF)

Magnetic resonance imaging (MRI) is a leading technology for examining the internal structures of the human brain. This non-invasive imaging technique uses a magnetic field and radio waves to capture images of soft tissues without involving radiation. However, MRI does have some limitations. Movements by the participant, such as blinking, breathing, or other involuntary actions, can cause image blurring and lead to ghost artifacts, which repeat the structures. This can be particularly challenging for children who find it difficult to remain still throughout the scan. As MRI is crucial for diagnosing brain conditions and conducting neurological research, maintaining high image quality is essential. Now, a new MRI model offers enhanced accuracy and reliability for brain structure analysis.

To address these issues and improve brain MRI image quality, researchers at the UNC School of Medicine (Chapel Hill, NC, USA) have developed the Brain MRI Enhancement foundation (BME-X), a model designed to correct motion, improve resolution, reduce noise, and enhance image contrast. A standout feature of this model is its ability to "harmonize" MRI images from various scanners. With many different MRI scanners in use across clinical settings, each with its own imaging parameters, achieving consistent results can be difficult. BME-X can integrate this data and standardize it, providing “harmonized” images suitable for both clinical and research purposes.

In a study published in Nature Biomedical Engineering, the BME-X model was tested using over 13,000 images from diverse patient groups and scanner types. The researchers found that BME-X outperformed other leading methods in addressing body motion, reconstructing high-resolution images from lower-resolution data, reducing noise, and managing pathological MRIs. The model’s strength in harmonizing data positions it to streamline clinical trials and research involving multiple institutions, while also contributing to the development of new, standardized neuroimaging protocols and procedures.

“Imaging quality is important for visualizing brain anatomy and pathology and can help inform clinical decisions,” said Li Wang, PhD, associate professor of radiology. “Our model can perform more accurate and reliable analysis of brain structures, which is critical for early detection, diagnosis, and monitoring of neurological conditions.”

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86 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

91 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

92 (55.789947509766): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294803559 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

94 (43.153762817383): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

95 (390.05279541016): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294803559 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (764.84680175781): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

97 (572.20458984375): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

98 (179.05235290527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

99 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

100 (69.141387939453): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

101 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

102 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

103 (53.167343139648): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

104 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

105 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

106 (385.04600524902): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

107 (!!!!! 20072.937011719): SELECT * FROM jos_deeppockets WHERE jos_deeppockets.cat = 10 AND jos_deeppockets.type = 'deeppockets_item' AND jos_deeppockets.published = 1 AND jos_deeppockets.created + INTERVAL 14 DAY >= NOW() ORDER BY jos_deeppockets.hits DESC LIMIT 7

108 (576.01928710938): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294803559 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294803559 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 7414.1025543213): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

110 (87.02278137207): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

111 (282.04917907715): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1

112 (42.200088500977): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803337 LIMIT 1

113 (230.07392883301): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1

114 (69.141387939453): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294803276 LIMIT 1

115 (30.040740966797): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1

116 (28.848648071289): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets_archive AS dp WHERE dp.id = 294803276 LIMIT 1

117 (185.96649169922): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1

118 (35.04753112793): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294802958 LIMIT 1

119 (267.02880859375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

120 (144.95849609375): SELECT name FROM jos_deeppockets WHERE id=212

121 (35.04753112793): SELECT name FROM jos_deeppockets WHERE id=212

122 (550.98533630371): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

123 (442.9817199707): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

124 (68.902969360352): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

125 (46.014785766602): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

126 (!!!!! 4947.9007720947): TRUNCATE TABLE jos_trademed_module

127 (77.009201049805): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294803559 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

128 (!!!!! 1865.1485443115): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

129 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

130 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

131 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

132 (!!!!! 1384.973526001): SELECT jos_item.* FROM jos_item INNER JOIN jos_number ON jos_item.numberID=jos_number.id WHERE 1=1 AND (jos_item.imgMini<>'') AND jos_item.type='L' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_number.id in (select distinct jos_number.id from jos_number join jos_item on jos_item.numberid=jos_number.id where jos_item.type='P') ORDER BY (CONVERT(SUBSTRING(issue,1,2),SIGNED) + (CONVERT(SUBSTRING(issue,3,2),SIGNED)*100)) DESC LIMIT 0,1 ) ORDER BY RAND() DESC LIMIT 6

133 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

134 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

135 (66.041946411133): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294803559 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294803559 AND type='deeppockets_item' AND published='1' LIMIT 1

136 (42.200088500977): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=212 or channel_id is null)

137 (36.001205444336): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=212 or channel_id is null)

138 (52.928924560547): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

139 (74.148178100586): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

140 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294803559 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294803559 AND published='1' LIMIT 1

141 (132.08389282227): select jos_twitters.link from jos_twitters where cat=10

142 (29.087066650391): select jos_facebook.link from jos_facebook where cat=10

143 (27.894973754883): select jos_google_plus.link from jos_google_plus where cat=10

144 (27.179718017578): select jos_linkedin.link from jos_linkedin where cat=10

145 (288.96331787109): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

146 (!!!!! 1171.8273162842): insert into jos_banners_delta values (14615,'2025-06-21 03:52:42','216.73.216.120','view'),(14202,'2025-06-21 03:52:42','216.73.216.120','view'),(14203,'2025-06-21 03:52:42','216.73.216.120','view')

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