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AIRS Medical Showcases Award-Winning MRI Enhancement AI Solution at RSNA 2022

By MedImaging International staff writers
Posted on 26 Nov 2022

AIRS Medical, Inc. (Seoul, South Korea) is participating in the 108th Scientific Assembly and Annual Meeting of the Radiological Society of North America (RSNA 2022), the world's leading annual imaging forum, at McCormick Place in Chicago held from November 27 to December 1, 2022.

At its RSNA booth, AIRS is showcasing SwiftMR, an FDA 510(k)-cleared AI Imaging solution that enhances MR images acquired under various conditions, contributing to better image quality and patient experience. SwiftMR utilizes conventional MR imaging techniques such as parallel Imaging and compressed sensing, combined with its award-winning deep learning technology. SwiftMR enhances SNR and sharpness of the images, allowing radiologists to read with confidence and ease. SwiftMR was cleared by both the US FDA and the Korea Ministry of Food and Drug Safety (MFDS) in 2021. Since its official commercial launch in Korea in the fourth quarter of 2021, SwiftMR has been installed in more than 100 hospitals, for an average of 30,000 monthly MRI exams and a grand total of more than 280,000 MRI exams.

Along with booth demonstrations, a special presentation is being held by Roh-Eul Yoo, MD, Ph.D., from the Seoul National University Hospital. Dr. Yoo will be sharing her experience working with SwiftMR in various clinical scenarios, along with the results of recent research collaborations proving the power of SwiftMR in providing superior image quality. Due to its physical principles, MR exams inherently require long scan times, which not only present a negative healthcare experience to the patients, but also limit the productivity of healthcare providers. Image acquisition times could be reduced by various methods, but this mostly results in reduced diagnostic image quality. This balance between scan time and image quality has been the center of MR technology innovation for decades.

With the advent of deep learning, fast MRI also faces a new frontier, as obtaining better image quality with significantly less scan time has been made possible. However, developing a viable model for clinical deployment is hindered by a variety of reasons in different dimensions including wide range of contrast mechanisms, difficulties in defining the label and obtaining large-scale high-quality image data to enable the model training process. In this short talk, real-world experiences of utilizing SwiftMR in routine clinical practice and collaborative research will be shared.

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76 (31.948089599609): SELECT id,name,title FROM jos_deeppockets WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id != 294743300 AND id != 294743301 AND id != 294743302 AND id != 294743303 AND id != 294743304 AND id != 294743305 AND id != 294743306 AND id != 294743307 AND id != 294743308 AND id != 294743309 AND id != 294743310 AND metakey != 'aacc' ORDER BY `ordering`

77 (73.19450378418): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (42.915344238281): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (56.982040405273): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (44.107437133789): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (51.975250244141): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (54.836273193359): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (50.067901611328): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (30.994415283203): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (31.948089599609): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

92 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

93 (87.976455688477): 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=294795480 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

94 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

95 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

96 (574.11193847656): 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=294795480 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

97 (573.87351989746): 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 (393.86749267578): 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

99 (81.062316894531): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

100 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

101 (44.822692871094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

102 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

103 (42.915344238281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

104 (35.04753112793): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

105 (257.01522827148): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

106 (!!!!! 17817.02041626): 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

107 (85.115432739258): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

108 (45.061111450195): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

109 (500.91743469238): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795480 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795480 AND type='deeppockets_item' AND published='1' LIMIT 1

110 (!!!!! 462100.0289917): ( 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 (154.97207641602): ( 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

112 (329.01763916016): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

113 (108.00361633301): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

114 (252.00843811035): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

115 (48.87580871582): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

116 (182.15179443359): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

117 (39.815902709961): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

118 (293.97010803223): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

119 (102.99682617188): SELECT name FROM jos_deeppockets WHERE id=1144

120 (79.870223999023): SELECT name FROM jos_deeppockets WHERE id=1144

121 (513.07678222656): 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 '((;)|(^))1144((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

122 (400.06637573242): 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 '((;)|(^))1144((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

123 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

124 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

125 (!!!!! 7041.9311523438): TRUNCATE TABLE jos_trademed_module

126 (109.91096496582): 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=294795480 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

127 (847.81646728516): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

128 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

129 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

130 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

131 (!!!!! 1071.9299316406): 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

132 (49.829483032227): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

133 (38.862228393555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

134 (36.954879760742): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294795480 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294795480 AND type='deeppockets_item' AND published='1' LIMIT 1

135 (28.848648071289): 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=1144 or channel_id is null)

136 (26.941299438477): 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=1144 or channel_id is null)

137 (36.001205444336): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

138 (106.0962677002): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

139 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294795480 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294795480 AND published='1' LIMIT 1

140 (121.11663818359): select jos_twitters.link from jos_twitters where cat=10

141 (27.894973754883): select jos_facebook.link from jos_facebook where cat=10

142 (26.941299438477): select jos_google_plus.link from jos_google_plus where cat=10

143 (25.98762512207): select jos_linkedin.link from jos_linkedin where cat=10

144 (246.04797363281): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

145 (999.92752075195): insert into jos_banners_delta values (14615,'2025-04-29 17:10:28','18.222.153.166','view'),(14202,'2025-04-29 17:10:28','18.222.153.166','view'),(14203,'2025-04-29 17:10:28','18.222.153.166','view')

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