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AI Tool That Detect Anomalies in Medical Images Could Help Physicians Spot Onset of COVID-19 Pneumonia in X-Rays

By MedImaging International staff writers
Posted on 25 Oct 2021
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Image: AI Tool That Detect Anomalies in Medical Images Could Help Physicians Spot Onset of COVID-19 Pneumonia in X-Rays (Photo courtesy of Nina Shvetsova et al./IEEE Access)
Image: AI Tool That Detect Anomalies in Medical Images Could Help Physicians Spot Onset of COVID-19 Pneumonia in X-Rays (Photo courtesy of Nina Shvetsova et al./IEEE Access)

Scientists have trained a neural network to detect anomalies in medical images to assist physicians in sifting through countless scans in search of pathologies, including signs of pathology in the lungs, like the onset of COVID-19 pneumonia.

The new method developed by scientists from Skoltech (Moscow, Russia), Philips Research (Amsterdam, Netherlands), and Goethe University Frankfurt (Frankfurt, Germany) is adapted to the nature of medical imaging and is more successful in spotting abnormalities than general-purpose solutions. Image anomaly detection is a task that comes up in data analysis in many industries. Medical scans, however, pose a particular challenge. It is way easier for algorithms to find, say, a car with a flat tire or a broken windshield in a series of car pictures than to tell which of the X-rays show early signs of pathology in the lungs, like the onset of COVID-19 pneumonia.

The scientists studied four datasets of chest X-rays and breast cancer histology microscopy images to validate the universality of the method across different imaging devices. While the advantage gained and the absolute accuracy varied widely and depended on the dataset in question, the new method consistently outperformed the conventional solutions in all of the considered cases. What distinguishes the new method from the competitors is that it seeks to “perceive” the general impression that a specialist working with the scans might have by identifying the very features affecting the decisions of human annotators.

What also sets the study apart is the proposed recipe for standardizing the approach to the medical image anomaly detection problem so that different research groups could compare their models in a consistent and reproducible way. According to the scientists, their approach - Deep Perceptual Autoencoders - is easy to carry over to a wide range of other medical scans, beyond the two kinds used in the study, because the solution is adapted to the general nature of such images. Namely, it is sensitive to small-scale anomalies and uses few of their examples in training.

“We propose to use what’s known as weakly supervised training,” said Skoltech Professor Dmitry Dylov, the head of the Institute’s Computational Imaging Group and the senior author of the study. “Since two clearly defined classes are unavailable, this task usually tends to be treated with unsupervised or out-of-distribution models. That is, the anomalous cases are not identified as such in the training data. However, treating the anomalous class as a complete unknown is actually very strange for a clinical problem, because doctors can always point to a few anomalous examples. So, we showed some abnormal images to the network to unleash the arsenal of weakly supervised methods, and it helped a lot. Even just one anomalous scan for every 200 normal ones goes a long way, and this is quite realistic.”

“We are glad that the Philips-Skoltech partnership enables us to address challenges like this one that are of great relevance to the health care industry,” said Irina Fedulova, study co-author and the director of the Philips Research branch in Moscow. “We expect this solution to considerably accelerate the work of histopathologists, radiologists, and other medical professionals facing the tedious task of spotting minute abnormalities in large sets of images. By subjecting the scans to preliminary analysis, the obviously unproblematic images can be eliminated, giving the human expert more time to focus on the more ambiguous cases.”

Related Links:
Skoltech 
Philips Research 
Goethe University Frankfurt 

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86 (!!!!! 6222.0096588135): SELECT show_live FROM jos_com_show_setting LIMIT 1
87 (!!!!! 13668.060302734): SELECT show_live FROM jos_com_show_setting LIMIT 1
88 (!!!!! 7983.922958374): SELECT show_live FROM jos_com_show_setting LIMIT 1
89 (!!!!! 7623.9109039307): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790261 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
90 (!!!!! 7934.0934753418): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790261 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
91 (!!!!! 7936.954498291): 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`
92 (174.99923706055): SELECT show_live FROM jos_com_show_setting LIMIT 1
93 (!!!!! 1565.9332275391): SELECT show_live FROM jos_com_show_setting LIMIT 1
94 (!!!!! 1792.9077148438): SELECT show_live FROM jos_com_show_setting LIMIT 1
95 (165.93933105469): SELECT show_live FROM jos_com_show_setting LIMIT 1
96 (390.05279541016): SELECT show_live FROM jos_com_show_setting LIMIT 1
97 (29.087066650391): SELECT show_live FROM jos_com_show_setting LIMIT 1
98 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1
99 (24.795532226562): SELECT show_live FROM jos_com_show_setting LIMIT 1
100 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1
101 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1
102 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1
103 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1
104 (25.98762512207): SELECT show_live FROM jos_com_show_setting LIMIT 1
105 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1
106 (63.896179199219): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
107 (40.054321289062): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
108 (720.02410888672): 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=294790261 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
109 (!!!!! 2692.9378509521): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294790261 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
110 (!!!!! 3612.9951477051): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
111 (229.1202545166): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
112 (270.84350585938): 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=294790261 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
113 (970.12519836426): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294790261 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
114 (703.09638977051): 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=294790253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
115 (!!!!! 2299.0703582764): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294790253 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
116 (531.19659423828): 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
117 (295.87745666504): 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
118 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
119 (43.869018554688): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
120 (56.982040405273): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
121 (37.908554077148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
122 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
123 (34.809112548828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
124 (168.0850982666): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
125 (!!!!! 63637.018203735): 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
126 (!!!!! 8388.9961242676): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
127 (685.9302520752): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
128 (316.85829162598): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790261 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790261 AND type='deeppockets_item' AND published='1' LIMIT 1
129 (!!!!! 809354.06684875): ( 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
130 (!!!!! 8883.9530944824): ( 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
131 (427.9613494873): 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
132 (319.9577331543): 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
133 (378.84712219238): 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
134 (250.10108947754): 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
135 (340.93856811523): 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
136 (243.18695068359): 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
137 (771.99935913086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
138 (263.92936706543): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
139 (413.89465332031): SELECT name FROM jos_deeppockets WHERE id=211
140 (!!!!! 1235.0082397461): SELECT name FROM jos_deeppockets WHERE id=211
141 (469.92301940918): 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((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
142 (401.02005004883): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))211((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
143 (!!!!! 1008.9874267578): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
144 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
145 (!!!!! 6870.9850311279): TRUNCATE TABLE jos_trademed_module
146 (!!!!! 3447.0558166504): 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=294790261 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
147 (76.055526733398): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive 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=294790261 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
148 (!!!!! 1857.0423126221): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
149 (395.05958557129): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
150 (!!!!! 2367.9733276367): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
151 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
152 (!!!!! 3720.9987640381): 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
153 (303.98368835449): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
154 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
155 (153.0647277832): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294790261 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294790261 AND type='deeppockets_item' AND published='1' LIMIT 1
156 (366.9261932373): 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=0 or channel_id is null)
157 (87.976455688477): 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=0 or channel_id is null)
158 (195.98007202148): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
159 (525.95138549805): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
160 (386.95335388184): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294790261 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294790261 AND published='1' LIMIT 1
161 (80.108642578125): select jos_twitters.link from jos_twitters where cat=10
162 (46.014785766602): select jos_facebook.link from jos_facebook where cat=10
163 (41.007995605469): select jos_google_plus.link from jos_google_plus where cat=10
164 (39.815902709961): select jos_linkedin.link from jos_linkedin where cat=10
165 (532.15026855469): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
166 (993.01338195801): insert into jos_banners_delta values (14615,'2025-05-02 02:30:40','3.137.179.200','view'),(14202,'2025-05-02 02:30:40','3.137.179.200','view'),(14203,'2025-05-02 02:30:40','3.137.179.200','view')