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Subtle Medical Showcases Al for PET and MRI Scans at RSNA 2018

By MedImaging International staff writers
Posted on 23 Nov 2018
Subtle Medical (Menlo Park, CA, USA) showcased SubtlePET, its artificial intelligence (AI)-powered technology, at the 2018 Radiological Society of North America annual meeting (RSNA 2018), November 25-30, in Chicago, Ill. SubtlePET is the company’s first AI software product that allows hospitals and imaging centers to efficiently reduce noise and enhance positron emission tomography (PET) image quality.

Subtle Medical is a medical imaging software company that focuses on improving the quality, value, and accessibility of medical imaging by reducing cost, imaging time, and radiation dose, using deep learning algorithms. The company uses state-of-art AI algorithms to renovate radiology workflow and deliver faster, safer and smarter solutions for imaging exams. Subtle Medical uses NVIDIA GPUs and CUDA to train its deep learning model. GPU computing has allowed the company’s research team to accelerate their image enhancement pipeline from ~10 minutes per patient to ~10 seconds per patient.

SubtlePET was developed using the latest AI technology with the goal of extending it to multiple imaging modalities, for accelerating scan time and improving imaging productivity. The company’s collaborating hospitals and imaging centers have demonstrated that the AI software can help them to achieve a faster patient scanning experience while enhancing exam throughput. SubtlePET has been shown to reduce noises on 75% shorter scans and enable the use of 4x faster scans.

Subtle Medical’s second product is SubtleMRI, which allows imaging centers to significantly accelerate magnetic resonance imaging (MRI) scans. In addition to reducing the length of time people spend inside MRI scanner, the technology can improve medical scans’ safety by cutting the amount of contrast dose needed by up to ten-fold.

“We want to bring this technology into clinical applications so that all the patients and hospitals can benefit from this,” said Dr. Enhao Gong, one of Subtle Medical’s founders. “We want to empower hospitals and imaging centers with AI infrastructure to make medical imaging faster, cheaper, and smarter.”

Related Links:
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98 (324.01084899902): 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
99 (85.830688476562): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
100 (51.975250244141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
101 (174.04556274414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
102 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
103 (64.13459777832): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
104 (36.954879760742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
105 (236.03439331055): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`
106 (!!!!! 19456.86340332): 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
107 (91.075897216797): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
108 (41.961669921875): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
109 (468.01567077637): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775828 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775828 AND type='deeppockets_item' AND published='1' LIMIT 1
110 (!!!!! 948522.09091187): ( 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 (!!!!! 901707.1723938): ( 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
112 (381.9465637207): 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
113 (101.08947753906): 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
114 (211.95411682129): 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
115 (58.889389038086): 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
116 (411.9873046875): 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
117 (117.77877807617): 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
118 (301.12266540527): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
119 (116.10984802246): SELECT name FROM jos_deeppockets WHERE id=1112
120 (125.16975402832): SELECT name FROM jos_deeppockets WHERE id=1112
121 (426.05400085449): 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((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
122 (340.93856811523): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))1112((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3
123 (!!!!! 1017.8089141846): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
124 (61.988830566406): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
125 (!!!!! 5293.1308746338): TRUNCATE TABLE jos_trademed_module
126 (159.02519226074): 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=294775828 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1
127 (869.9893951416): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
128 (201.94053649902): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1
129 (99.897384643555): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
130 (83.208084106445): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
131 (!!!!! 1334.9056243896): 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
132 (75.101852416992): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
133 (41.007995605469): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
134 (!!!!! 1502.9907226562): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775828 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775828 AND type='deeppockets_item' AND published='1' LIMIT 1
135 (258.9225769043): 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)
136 (351.1905670166): 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 (73.909759521484): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1
138 (!!!!! 3318.7866210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
139 (118.97087097168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775828 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775828 AND published='1' LIMIT 1
140 (169.03877258301): select jos_twitters.link from jos_twitters where cat=10
141 (51.975250244141): select jos_facebook.link from jos_facebook where cat=10
142 (48.87580871582): select jos_google_plus.link from jos_google_plus where cat=10
143 (47.922134399414): select jos_linkedin.link from jos_linkedin where cat=10
144 (363.11149597168): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)
145 (!!!!! 2163.1717681885): insert into jos_banners_delta values (14615,'2025-04-29 16:18:56','3.22.216.30','view'),(14202,'2025-04-29 16:18:56','3.22.216.30','view'),(14203,'2025-04-29 16:18:56','3.22.216.30','view')