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New AI Software Reconstructs Images in Real-Time

By MedImaging International staff writers
Posted on 25 Dec 2018

Image: DeepRay creates clear, undistorted views of the real world from a damaged or obscured moving image (Photo courtesy of Cambridge Consultants).

Scientists at Cambridge Consultants (Cambridge, UK) have developed an Artificial Intelligence (AI) technology that creates clear, undistorted views of the real world from a damaged or obscured moving image. Based on recent advances in deep learning, the solution named DeepRay has the power to see clearly in difficult, unpredictable situations and could transform numerous machine vision and imaging applications, from autonomous driving to empowering healthcare professionals with more accurate medical imaging.

Cambridge Consultants, a breakthrough innovation specialist, helps its healthcare clients develop robust, scalable platforms capable of handling large amounts of data from devices, leveraging recent advancements in connectivity, data science, machine learning and digital services. DeepRay is the latest technology to emerge from the company’s Digital Greenhouse, a unique experimental environment where data scientists and engineers explore and cultivate cutting-edge deep learning techniques.

In recent years, machine vision systems have progressed rapidly, although their performance can quickly deteriorate if a view is obscured by rain, smoke, dirt or other obstructions. This has serious implications for real-world applications where image quality can be degraded by environmental factors or damage to camera-based systems. DeepRay learns what real-world scenes and objects look like and also how they appear with various image distortions applied. When presented with a distorted image it has never seen before, the technology can then form a real-time judgment of the ‘true’ scene behind the distortion. Having this “mind’s eye” ability allows DeepRay to outperform humans and existing machine vision approaches in reconstructing clear images under difficult conditions.

“Never before has a new technology enabled machines to interpret real-world scenes the way humans can – and DeepRay can potentially outperform the human eye. This takes us into a new era of image sensing and will give flight to applications in many industries, including automotive, agritech and healthcare,” said Tim Ensor, Commercial Director for Artificial Intelligence at Cambridge Consultants. “The ability to construct a clear view of the world from live video, in the presence of continually changing distortion such as rain, mist or smoke, is transformational. We’re excited to be at the leading edge of developments in AI. DeepRay shows us making the leap from the art of the possible, to delivering breakthrough innovation with significant impact on our client’s businesses.”

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70 (416.04042053223): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (336.1701965332): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (41.007995605469): 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`

73 (65.088272094727): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (38.14697265625): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (57.93571472168): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (41.007995605469): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (44.107437133789): 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`

90 (70.095062255859): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (41.961669921875): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (46.968460083008): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (46.014785766602): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (37.908554077148): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (37.193298339844): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (36.954879760742): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

105 (65.088272094727): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

106 (72.956085205078): 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=294776212 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (67.949295043945): 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=294776212 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

109 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

110 (77.009201049805): 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=294776212 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (627.99453735352): 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=294776212 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (540.97175598145): 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

113 (323.05717468262): 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

114 (74.863433837891): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

115 (45.7763671875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

116 (53.167343139648): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

117 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

118 (123.97766113281): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

119 (38.14697265625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

120 (281.09550476074): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 20602.941513062): 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

122 (93.936920166016): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

123 (47.922134399414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

124 (396.0132598877): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776212 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776212 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 496669.05403137): ( 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

126 (80.108642578125): ( 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

127 (46.968460083008): 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

128 (31.948089599609): 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

129 (!!!!! 3933.1912994385): 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

130 (49.829483032227): 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

131 (36.001205444336): 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

132 (31.232833862305): 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

133 (493.04962158203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (350.9521484375): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (41.007995605469): SELECT name FROM jos_deeppockets WHERE id=217

136 (33.140182495117): SELECT name FROM jos_deeppockets WHERE id=217

137 (475.88348388672): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

138 (419.13986206055): 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 '((;)|(^))217((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

139 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

140 (46.968460083008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

141 (!!!!! 9140.9683227539): TRUNCATE TABLE jos_trademed_module

142 (172.85346984863): 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=294776212 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (102.99682617188): 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=294776212 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (400.06637573242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (95.844268798828): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (896.93069458008): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

147 (215.05355834961): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

148 (!!!!! 1369.9531555176): 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

149 (506.87789916992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

150 (200.98686218262): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

151 (135.89859008789): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294776212 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294776212 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (!!!!! 3259.8972320557): 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=217 or channel_id is null)

153 (43.869018554688): 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=217 or channel_id is null)

154 (227.92816162109): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (169.99244689941): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

156 (216.96090698242): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294776212 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294776212 AND published='1' LIMIT 1

157 (234.12704467773): select jos_twitters.link from jos_twitters where cat=10

158 (115.15617370605): select jos_facebook.link from jos_facebook where cat=10

159 (47.922134399414): select jos_google_plus.link from jos_google_plus where cat=10

160 (179.05235290527): select jos_linkedin.link from jos_linkedin where cat=10

161 (612.02049255371): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 1500.8449554443): insert into jos_banners_delta values (14615,'2025-06-17 14:48:52','216.73.216.120','view'),(14202,'2025-06-17 14:48:52','216.73.216.120','view'),(14203,'2025-06-17 14:48:52','216.73.216.120','view')

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