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AI Detects COVID-19 in Lung Ultrasound Images

By MedImaging International staff writers
Posted on 21 Mar 2024

Image: The automated detection tool could help ER doctors diagnose COVID-19 patients quickly and accurately (Photo courtesy of Adobe Stock)

During the onset of the pandemic, utilizing artificial intelligence (AI) to identify signs of COVID-19 in lung ultrasound images proved challenging due to limited patient data and a nascent understanding of the disease's manifestations. Though computational tools were applied to help detect COVID-19 from these images, the risk of misdiagnosis was high without adequately training and validating the AI to recognize features specific to COVID-19 in the lungs. Now, new research has led to the development of an AI tool that is capable of identifying COVID-19 in lung ultrasound images, similar to how facial recognition technology identifies faces in a crowd.

The AI tool developed by researchers at Johns Hopkins (Baltimore, MD, USA) is a deep neural network, a type of AI designed to mimic the interconnected neurons that enable the brain to recognize patterns, understand speech, and complete complex tasks. The AI tool employs algorithms to scan through lung ultrasound images for spotting features known as B-lines. These features are visible as bright, vertical abnormalities and are indicators of inflammation in patients with pulmonary complications. By learning from a combination of real and simulated data, it detects abnormalities in ultrasound scans that indicate a person has contracted COVID-19.

The findings of the research significantly enhance AI's role in medical diagnostics, helping healthcare professionals to promptly diagnose COVID-19 and other lung diseases. In addition to providing clinicians with the tool to rapidly assess the overwhelming number of patients in emergency rooms during a pandemic, the tool also paves the way for the development of wearables to monitor illnesses such as congestive heart failure, which can result in fluid overload in patients’ lungs, similar to COVID-19.

“We developed this automated detection tool to help doctors in emergency settings with high caseloads of patients who need to be diagnosed quickly and accurately, such as in the earlier stages of the pandemic,” said Muyinatu Bell, the John C. Malone Associate Professor of Electrical and Computer Engineering, Biomedical Engineering, and Computer Science at Johns Hopkins University. “Potentially, we want to have wireless devices that patients can use at home to monitor progression of COVID-19, too.”

“Early in the pandemic, we didn’t have enough ultrasound images of COVID-19 patients to develop and test our algorithms, and as a result our deep neural networks never reached peak performance,” said Lingyi Zhao, who developed the software while a postdoctoral fellow in Bell’s lab. “Now, we are proving that with computer-generated datasets we still can achieve a high degree of accuracy in evaluating and detecting these COVID-19 features.”

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88 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (!!!!! 3189.8021697998): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (471.11511230469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

91 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

92 (930.0708770752): 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=294800619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (!!!!! 2059.9365234375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

94 (!!!!! 1513.9579772949): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

95 (833.98818969727): 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=294800619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (!!!!! 1229.0477752686): 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 (!!!!! 1094.1028594971): 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 (669.95620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

99 (100.13580322266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

100 (531.19659423828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

101 (55.074691772461): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

102 (705.00373840332): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

103 (43.153762817383): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

104 (709.05685424805): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

105 (!!!!! 109755.03921509): 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

106 (276.08871459961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

107 (!!!!! 4957.914352417): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

108 (!!!!! 5523.9200592041): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294800619 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294800619 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 1542057.9910278): ( 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 (!!!!! 1107807.1594238): ( 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 (251.05476379395): 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

112 (!!!!! 1764.0590667725): 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 (248.90899658203): 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

114 (57.93571472168): 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 (112.05673217773): 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

116 (37.908554077148): 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 (!!!!! 1704.9312591553): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

118 (!!!!! 4295.1107025146): SELECT name FROM jos_deeppockets WHERE id=214

119 (185.96649169922): SELECT name FROM jos_deeppockets WHERE id=214

120 (641.82281494141): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

121 (813.00735473633): 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 '((;)|(^))214((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

122 (!!!!! 2737.0452880859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

123 (427.0076751709): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

124 (!!!!! 19335.985183716): TRUNCATE TABLE jos_trademed_module

125 (!!!!! 1789.0930175781): 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=294800619 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

126 (!!!!! 3170.0134277344): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

127 (115.15617370605): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

128 (828.02772521973): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

129 (!!!!! 1221.1799621582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

130 (!!!!! 1439.094543457): 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

131 (!!!!! 1048.0880737305): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

132 (280.14183044434): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

133 (!!!!! 2887.0105743408): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294800619 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294800619 AND type='deeppockets_item' AND published='1' LIMIT 1

134 (300.16899108887): 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=214 or channel_id is null)

135 (51.975250244141): 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=214 or channel_id is null)

136 (201.94053649902): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

137 (756.97898864746): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

138 (842.09442138672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294800619 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294800619 AND published='1' LIMIT 1

139 (674.00932312012): select jos_twitters.link from jos_twitters where cat=10

140 (33.855438232422): select jos_facebook.link from jos_facebook where cat=10

141 (87.02278137207): select jos_google_plus.link from jos_google_plus where cat=10

142 (165.93933105469): select jos_linkedin.link from jos_linkedin where cat=10

143 (!!!!! 1394.0334320068): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

144 (!!!!! 1391.8876647949): insert into jos_banners_delta values (14615,'2025-04-30 01:23:23','18.119.213.42','view'),(14202,'2025-04-30 01:23:23','18.119.213.42','view'),(14203,'2025-04-30 01:23:23','18.119.213.42','view')

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