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RSNA 2021 Artificial Intelligence (AI) Showcase Highlights Potential for AI in Medical Imaging

By MedImaging International staff writers
Posted on 29 Nov 2021

RSNA 2021 showcased a variety of artificial intelligence (AI) and 3D printing products and services that introduced the latest technologies and clinical applications that are guiding radiology into a new era of patient care.

Attendees looking to understand how AI is shaping diagnosis and workflow and impacting patient care visited the AI Showcase featuring more than 100 companies offering the opportunity to see the possibilities of AI firsthand. The AI Showcase was sponsored by AIRS Medical, annalise.ai and neurophet. The RSNA AI Theater offered presentations on AI solutions that are fueling the future of imaging. Each day in the AI Theater, RSNA offered sessions highlighting the Society’s leadership in AI, including presentations about the new RSNA Imaging AI Certificate program, submitting content to Radiology: Artificial Intelligence, participating in the AI Challenges, and contributing data to Medical Imaging and Data Resource Center (MIDRC). Additionally, The AI Challenge award winners were recognized in the AI Showcase Theater. This year’s challenges were the SIIMFISABIO-RSNA COVID-19 Detection Challenge and the RSNA-ASNR-MICCAI BraTS 2021 Challenge. Winners presented their methods and results during the recognition program.

This year, the Imaging AI in Practice Demonstration was enhanced and presented live to showcase the new AI technologies and integration standards needed to embed AI into the diagnostic radiology workflow. This multi-vendor interoperability exhibit used real-world clinical scenarios and imaging studies to demonstrate AI tools and health information technology standards in action. The demonstration covered the radiology workflow, including imaging examination ordering, acquisition protocoling, image interpretation with AI clinical decision support at the point of care, reporting and incidental finding follow-up. The informatics integration standards used in the demonstration included DICOM (Digital Imaging and Communications in Medicine), FHIR HL7 (Fast Healthcare Interoperability Resource, Health Level 7), the IHE (Integrating the Healthcare Enterprise) framework, CDE (Common Data Elements) reporting and others. The Imaging AI in Practice Demonstration was a collaborative effort between industry partners, radiologists and imaging informaticists. A total of 22 vendors demonstrated 32 live individual applications.

Exhibitors in the dedicated 3D Printing and Mixed Reality Showcase featured the latest products in 3D printing, advanced visualization, holography and virtual reality. The critical role that radiology plays in creating the images used to develop models to assist in patient care and education were evident in presentations and hands-on activities. Attendees interested in deepening their understanding of AI applications visited the RSNA AI Deep Learning Lab, located in the Learning Center. The Lab featured 14 unique sessions developed by RSNA members covering a range of AI topics and skill levels, including several beginner options. Many of the sessions employed a combination of lecture and hands-on activities. Sessions were held Sunday through Thursday. Attendees brought their own devices for hands-on activities and to explore new tools, resources and topics in AI.

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75 (78.916549682617): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790723 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (50.783157348633): 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 (49.114227294922): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (29.802322387695): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (27.179718017578): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (100.13580322266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

92 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

93 (159.02519226074): 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=294790723 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

94 (263.92936706543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

95 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

96 (482.08236694336): 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=294790723 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

97 (!!!!! 2093.0767059326): 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 (800.13275146484): 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 (100.13580322266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

100 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

101 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

102 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

103 (360.01205444336): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

104 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

105 (511.16943359375): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

106 (!!!!! 110186.1000061): 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 (!!!!! 4937.8871917725): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

108 (324.01084899902): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

109 (491.14227294922): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790723 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790723 AND type='deeppockets_item' AND published='1' LIMIT 1

110 (!!!!! 1098544.1207886): ( 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 (96.08268737793): ( 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 (267.02880859375): 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 (118.97087097168): 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 (185.01281738281): 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 (211.00044250488): 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 (259.1609954834): 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 (311.85150146484): 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 (335.9317779541): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

119 (120.87821960449): SELECT name FROM jos_deeppockets WHERE id=1135

120 (102.99682617188): SELECT name FROM jos_deeppockets WHERE id=1135

121 (562.90626525879): 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 '((;)|(^))1135((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

122 (390.05279541016): 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 '((;)|(^))1135((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

123 (82.969665527344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

124 (52.928924560547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

125 (!!!!! 6739.1395568848): TRUNCATE TABLE jos_trademed_module

126 (!!!!! 1395.9407806396): 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=294790723 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

127 (567.91305541992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

128 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

129 (221.96769714355): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

130 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

131 (!!!!! 1300.0965118408): 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 (355.95893859863): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

133 (152.1110534668): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

134 (219.10667419434): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790723 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790723 AND type='deeppockets_item' AND published='1' LIMIT 1

135 (195.98007202148): 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=1135 or channel_id is null)

136 (97.036361694336): 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=1135 or channel_id is null)

137 (104.90417480469): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

138 (323.77243041992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

139 (919.10362243652): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790723 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790723 AND published='1' LIMIT 1

140 (!!!!! 7780.0750732422): select jos_twitters.link from jos_twitters where cat=10

141 (!!!!! 7970.0946807861): select jos_facebook.link from jos_facebook where cat=10

142 (!!!!! 7940.0539398193): select jos_google_plus.link from jos_google_plus where cat=10

143 (!!!!! 7879.0187835693): select jos_linkedin.link from jos_linkedin where cat=10

144 (!!!!! 7731.9145202637): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

145 (!!!!! 8781.909942627): insert into jos_banners_delta values (14615,'2025-04-30 07:52:37','18.189.184.208','view'),(14202,'2025-04-30 07:52:37','18.189.184.208','view'),(14203,'2025-04-30 07:52:37','18.189.184.208','view')

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