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AI-Based Algorithm Improves Accuracy of Breast Cancer Diagnoses

By MedImaging International staff writers
Posted on 26 Aug 2024

Image: The image illustrates the gradient-based saliency maps predicted by the MV-DEFEAT model (Photo courtesy of University of Eastern Finland)

High breast tissue density is known to raise the risk of breast cancer, and its measurement can be derived from mammograms. Accurate interpretation of mammograms is vital for successful breast cancer screening but is hampered by inconsistencies in radiological evaluations and a worldwide shortage of radiologists. To overcome these challenges, a new artificial intelligence (AI)-based algorithm uses deep learning to analyze multiple mammogram views concurrently, simulating the evaluation process of radiologists.

The MV-DEFEAT algorithm, developed by researchers at the University of Eastern Finland (Kuopio, Finland), improves the assessment of mammogram density, potentially revolutionizing radiological procedures by facilitating more accurate diagnoses. The research team applied a multi-view deep evidential fusion approach, incorporating aspects of the Dempster-Shafer evidential theory and subjective logic to provide a thorough analysis of mammogram images from various angles. MV-DEFEAT significantly outperforms existing methods, increasing the precision of mammogram screenings by effectively and consistently determining the density and distribution of dense breast tissue. Specifically, in the public VinDr-Mammo dataset, which contains over 10,000 mammograms, the algorithm achieved a 50.78% improvement in differentiating between benign and malignant tumors compared to previous multi-view approaches. Additionally, MV-DEFEAT generates gradient-based saliency maps that accentuate critical areas, aiding radiologists in their diagnostic decisions.

The algorithm's effectiveness across various datasets highlights its ability to accommodate diverse patient demographics. It was tested using data from four open-source datasets, which broadened its accuracy and generalizability. These features underscore the potential of AI-driven methods in medical diagnostics. Although MV-DEFEAT significantly supports breast cancer screening, the researchers stress the need for ongoing enhancement and validation to confirm its dependability and effectiveness in clinical environments. This progress represents a critical step toward integrating AI in diagnostic procedures, which may lead to earlier detection and improved outcomes for breast cancer patients.

“To fully integrate AI like MV-DEFEAT into clinical practice, it is crucial to build trust among healthcare professionals through rigorous testing and validation,” said Doctoral Researcher Raju Gudhe of the University of Eastern Finland. “Indeed, our next steps involve further validation studies to establish MV-DEFEAT as a reliable tool for breast cancer diagnostics in Finland.”

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89 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (!!!!! 4363.0599975586): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

91 (!!!!! 4019.021987915): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

92 (916.95785522461): 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=294802277 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

93 (201.94053649902): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

94 (114.91775512695): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

95 (937.93869018555): 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=294802277 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

96 (867.12837219238): 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 (!!!!! 2122.163772583): 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 (170.94612121582): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

99 (112.05673217773): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

100 (102.04315185547): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

101 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

102 (84.877014160156): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

103 (70.095062255859): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

104 (87.976455688477): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

105 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

106 (576.01928710938): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

107 (!!!!! 73597.90802002): 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 (763.89312744141): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802277 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802277 AND type='deeppockets_item' AND published='1' LIMIT 1

109 (!!!!! 25583.982467651): ( 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 (103.95050048828): ( 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 (510.93101501465): 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 (69.856643676758): 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 (437.02125549316): 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 (66.041946411133): 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 (58.174133300781): 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 (52.928924560547): 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 (396.9669342041): 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 (63.896179199219): 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 (555.03845214844): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

120 (270.84350585938): SELECT name FROM jos_deeppockets WHERE id=211

121 (64.13459777832): SELECT name FROM jos_deeppockets WHERE id=211

122 (873.80409240723): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

123 (818.96781921387): 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 '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

124 (118.97087097168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

125 (92.983245849609): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

126 (!!!!! 16132.116317749): TRUNCATE TABLE jos_trademed_module

127 (!!!!! 4943.84765625): 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=294802277 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

128 (!!!!! 1670.8374023438): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

129 (125.16975402832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

130 (125.88500976562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

131 (74.863433837891): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

132 (!!!!! 1911.8785858154): 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 (462.05520629883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

134 (99.897384643555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

135 (532.15026855469): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294802277 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294802277 AND type='deeppockets_item' AND published='1' LIMIT 1

136 (66.041946411133): 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=211 or channel_id is null)

137 (48.87580871582): 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=211 or channel_id is null)

138 (!!!!! 2696.9909667969): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

139 (!!!!! 3471.851348877): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

140 (165.93933105469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294802277 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294802277 AND published='1' LIMIT 1

141 (79.154968261719): select jos_twitters.link from jos_twitters where cat=10

142 (49.829483032227): select jos_facebook.link from jos_facebook where cat=10

143 (48.160552978516): select jos_google_plus.link from jos_google_plus where cat=10

144 (47.922134399414): select jos_linkedin.link from jos_linkedin where cat=10

145 (!!!!! 4481.7924499512): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

146 (!!!!! 1379.0130615234): insert into jos_banners_delta values (14615,'2025-08-01 22:17:26','216.73.216.210','view'),(14202,'2025-08-01 22:17:26','216.73.216.210','view'),(14203,'2025-08-01 22:17:26','216.73.216.210','view')

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