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Intel and Philips Partner to Speed Up Imaging Analysis Using AI

By MedImaging International staff writers
Posted on 22 Aug 2018

Intel Corporation (Santa Clara, CA, USA) and Royal Philips (Amsterdam, Netherlands) have tested two healthcare use cases for deep learning inference models: one on X-rays of bones for bone-age-prediction modeling and the other on CT scans of lungs for lung segmentation. In these tests, which were conducted using Intel Xeon Scalable processors and the OpenVINO toolkit, the researchers achieved a speed improvement of 188 times for the bone-age-prediction model and 38 times for the lung-segmentation model over the baseline measurements. These tests show that healthcare organizations can implement artificial intelligence (AI) workloads without expensive hardware investments.

The size of medical image files is growing along with the improvement in medical image resolution, with most images having a size of 1GB or greater. More healthcare organizations are using deep learning inference to more quickly and accurately review patient images. AI techniques such as object detection and segmentation can help radiologists identify issues faster and more accurately, which can translate to better prioritization of cases, better outcomes for more patients and reduced costs for hospitals. Deep learning inference applications typically process workloads in small batches or in a streaming manner, which means they do not exhibit large batch sizes. Until recently, graphics processing unit (GPUs) was the prominent hardware solution to accelerate deep learning. By design, GPUs work well with images, but also have inherent memory constraints that data scientists have had to work around when building some models.

Central processing units (CPUs), such as Intel Xeon Scalable processors, do not have such memory constraints and can accelerate complex, hybrid workloads, including larger, memory-intensive models typically found in medical imaging. For a large subset of AI workloads, CPUs can better meet the needs of data scientists as compared to GPU-based systems. Running healthcare deep learning workloads on CPU-based devices offers direct benefits to companies such as Philips as it allows them to offer AI-based services that do not drive up costs for their end customers.

“Intel Xeon Scalable processors appear to be the right solution for this type of AI workload. Our customers can use their existing hardware to its maximum potential, while still aiming to achieve quality output resolution at exceptional speeds,” said Vijayananda J., chief architect and fellow, Data Science and AI at Philips HealthSuite Insights.

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68 (56.982040405273): SELECT fid FROM jos_deeppockets WHERE id=294774564 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294774564 AND published='1' LIMIT 1

69 (810.14633178711): SELECT id,name,sponsor_text FROM jos_deeppockets dp left outer join jos_channel_sponsor cs on dp.id=cs.fid WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id=217 ORDER BY `ordering`

70 (513.79203796387): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

71 (598.90747070312): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (335.2165222168): 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 (215.05355834961): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (66.041946411133): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (92.029571533203): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (75.817108154297): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (100.13580322266): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (67.949295043945): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (97.990036010742): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (66.995620727539): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (89.883804321289): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (72.956085205078): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (139.95170593262): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (169.03877258301): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (48.87580871582): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (28.133392333984): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (34.093856811523): 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 (193.11904907227): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (375.98609924316): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (423.90823364258): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (157.11784362793): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (163.79356384277): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (101.08947753906): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (159.97886657715): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (138.0443572998): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (145.91217041016): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (77.009201049805): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (146.15058898926): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (102.99682617188): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (705.00373840332): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (82.969665527344): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (66.041946411133): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

105 (153.77998352051): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

106 (366.9261932373): 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=294774564 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (66.995620727539): 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=294774564 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (444.17381286621): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

109 (!!!!! 1838.9225006104): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

110 (387.90702819824): 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=294774564 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (614.88151550293): 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=294774564 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (647.06802368164): 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 (381.9465637207): 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 (79.154968261719): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

115 (56.028366088867): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

116 (77.962875366211): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

117 (53.882598876953): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

118 (87.02278137207): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

119 (60.081481933594): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

120 (76.055526733398): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

121 (58.174133300781): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

122 (458.95576477051): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774564 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774564 AND type='deeppockets_item' AND published='1' LIMIT 1

123 (!!!!! 1977328.0620575): ( 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

124 (!!!!! 1700033.9031219): ( 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

125 (!!!!! 6628.0364990234): 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

126 (!!!!! 1610.0406646729): 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

127 (!!!!! 7179.0218353271): 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

128 (!!!!! 7972.9557037354): 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

129 (!!!!! 7879.0187835693): 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

130 (!!!!! 7947.9217529297): 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

131 (319.9577331543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

132 (!!!!! 3108.9782714844): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

133 (682.11555480957): SELECT name FROM jos_deeppockets WHERE id=217

134 (117.06352233887): SELECT name FROM jos_deeppockets WHERE id=217

135 (!!!!! 1280.0693511963): 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

136 (520.94459533691): 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

137 (!!!!! 1944.0650939941): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

138 (!!!!! 9398.9372253418): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

139 (981.09245300293): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

140 (!!!!! 2891.0636901855): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

141 (!!!!! 1641.9887542725): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

142 (54.121017456055): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

143 (!!!!! 6606.1019897461): 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

144 (67.949295043945): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

145 (369.78721618652): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

146 (!!!!! 3539.0853881836): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294774564 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294774564 AND type='deeppockets_item' AND published='1' LIMIT 1

147 (!!!!! 1970.0527191162): 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)

148 (98.943710327148): 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)

149 (525.95138549805): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

150 (447.03483581543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

151 (453.94897460938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294774564 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294774564 AND published='1' LIMIT 1

152 (81.062316894531): select jos_twitters.link from jos_twitters where cat=10

153 (44.822692871094): select jos_facebook.link from jos_facebook where cat=10

154 (39.815902709961): select jos_google_plus.link from jos_google_plus where cat=10

155 (37.908554077148): select jos_linkedin.link from jos_linkedin where cat=10

156 (437.02125549316): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

157 (!!!!! 1646.9955444336): insert into jos_banners_delta values (14615,'2025-06-18 01:54:54','216.73.216.120','view'),(14202,'2025-06-18 01:54:54','216.73.216.120','view'),(14203,'2025-06-18 01:54:54','216.73.216.120','view')

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