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Lunit Unveils AI-Based Mammography Solution at RSNA 2018

By MedImaging International staff writers
Posted on 26 Nov 2018

Image: The Lunit INSIGHT for Mammography is expected to increase the cancer detection rate of radiologists by 10% when used as a second reader (Photo courtesy of Lunit).

Lunit (Seoul, South Korea), a medical artificial intelligence (AI) software company, showcased its newest AI solution for breast cancer—Lunit INSIGHT for Mammography— at this year's gathering of Radiological Society North America (RSNA), which was held on November 25-30 at McCormick Place in Chicago, Ill., USA.

Lunit, abbreviated from "learning unit," is focused on developing advanced medical image analytics and data-driven imaging biomarkers via cutting-edge deep learning technology. The company’s mission is to empower physicians with clinically actionable insights that foster accurate and cost-efficient diagnosis and treatment through unprecedented AI-powered imaging biomarkers with cutting-edge, world-leading accuracy.

Lunit's newest AI software, Lunit INSIGHT for Mammography delivers an accuracy of 97% in detecting malignant lesions, which is expected to increase the cancer detection rate of radiologists by 10% when used as a second reader. The company also claims that its AI solution can enable general radiologists to perform at a specialist level, providing solutions to health facilities that experience strains with lack of specialists. It also aims to decrease recall rate and as a result, save medical costs that are being wasted every year.

At RSNA 2018, the company also showcased Lunit INSIGHT for Chest Radiography, which has been tested in more than 1.5 million cases from more than 70 countries since being launched during last year's RSNA. With an accuracy level of 97-99%, it detects major chest abnormalities including nodules, consolidation, pneumothorax, etc. The CAD-based solution is also being integrated into the worklist for prioritization, in which positive cases may be read first in order to decrease turnaround time and increase overall reading productivity.

Lunit's proprietary AI technology has been trained with vast quality medical data to ensure high accuracy levels. The company’s AI has been trained with over 200,000 chest X-ray cases and 200,000 mammogram cases, out of which 50,000 cases were biopsy-proven malignant cases.

Lunit also presented six abstracts during RSNA 2018, consisting mainly of its latest findings and studies based on its AI technology in medical imaging such as mammography and chest radiography. Lunit’s new CEO Brandon Suh was on stage at Machine Learning Theater to give a presentation titled, “From AI-powered Diagnostic Support Tools to Imaging Biomarkers: Aiming Beyond Human-Level Accuracy,” which provided an overview of the company’s recent achievements and future developments.

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75 (35.04753112793): 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`

76 (63.180923461914): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (70.095062255859): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (26.941299438477): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (28.133392333984): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (27.894973754883): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

91 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

92 (78.201293945312): 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=294775844 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (107.0499420166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

94 (58.889389038086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

95 (334.02442932129): 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=294775844 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (558.85314941406): 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 (341.17698669434): 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 (98.943710327148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

99 (72.002410888672): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

100 (208.85467529297): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

101 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

102 (116.82510375977): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

103 (44.822692871094): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

104 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

105 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

106 (386.95335388184): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

107 (!!!!! 25096.893310547): 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 (756.02531433105): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775844 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775844 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 8994.1024780273): ( 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 (146.15058898926): ( 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 (347.13745117188): 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 (83.92333984375): 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 (322.10350036621): 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 (102.04315185547): 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 (259.8762512207): 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 (79.870223999023): 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 (283.00285339355): 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 (76.055526733398): 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 (!!!!! 3283.0238342285): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

120 (308.99047851562): SELECT name FROM jos_deeppockets WHERE id=1112

121 (41.007995605469): SELECT name FROM jos_deeppockets WHERE id=1112

122 (571.96617126465): 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 '((;)|(^))1112((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

123 (447.03483581543): 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 '((;)|(^))1112((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

124 (100.85105895996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

125 (83.92333984375): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

126 (!!!!! 15779.972076416): TRUNCATE TABLE jos_trademed_module

127 (493.04962158203): 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=294775844 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

128 (504.0168762207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

129 (133.99124145508): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

130 (520.94459533691): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

131 (53.167343139648): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

132 (!!!!! 1363.0390167236): 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 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

134 (48.87580871582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

135 (43.153762817383): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775844 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775844 AND type='deeppockets_item' AND published='1' LIMIT 1

136 (538.11073303223): 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=1112 or channel_id is null)

137 (67.949295043945): 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=1112 or channel_id is null)

138 (38.14697265625): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

139 (!!!!! 1175.1651763916): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

140 (85.830688476562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775844 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775844 AND published='1' LIMIT 1

141 (174.99923706055): select jos_twitters.link from jos_twitters where cat=10

142 (36.001205444336): select jos_facebook.link from jos_facebook where cat=10

143 (35.04753112793): select jos_google_plus.link from jos_google_plus where cat=10

144 (32.901763916016): select jos_linkedin.link from jos_linkedin where cat=10

145 (434.16023254395): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14202,14203)

146 (!!!!! 1893.9971923828): insert into jos_banners_delta values (14202,'2025-07-01 19:35:03','216.73.216.66','view'),(14203,'2025-07-01 19:35:03','216.73.216.66','view')

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