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NVIDIA CLARA and Fovia Ai to Bring AI Annotation Tools to Physicians Everywhere

By MedImaging International staff writers
Posted on 26 Dec 2019

Image: AI-Assisted Annotation (Photo courtesy of NVIDIA)

Fovia Ai, Inc. (Palo Alto, CA, USA), a leader in advanced visualization technology, has announced that it is working with NVIDIA (Santa Clara, CA, USA) to integrate Fovia Ai's artificial intelligence technology with NVIDIA AI-Assisted Annotation, powered by NVIDIA Clara. The integration will accelerate the delivery of AI-assisted workflows to radiologists by leveraging Fovia's High Definition Volume Rendering installed base in leading PACS viewers and nearly two decades of radiology integration experience.

F.A.S.T. AI Annotation provides the ability to improve ground truth marking, interact with annotations in 2D and 3D, access cloud-based, truth-annotation tools, annotate and segment voxels in 3D, and utilize F.A.S.T. AI Validation tools that seamlessly integrate into the imaging ecosystem. The streamlined architecture of Fovia Ai's technology, together with NVIDIA AI-Assisted Annotation, accelerate the annotation process, helping radiologists save time and increase productivity.

"We are excited to work with NVIDIA. Its Clara architecture and EGX intelligent edge computing platform provide an outstanding solution to run these AI Algorithms quickly enough to embed them directly into clinical workflows. Starting with NVIDIA AI-Assisted Annotations and then allowing physicians to use Fovia Ai's F.A.S.T. AI Annotation to merely accept or slightly adjust results delivers the most efficient way for physicians to assist in creating the large amounts of labeled data required to train deep neural networks for advanced medical imaging applications," said Fovia Ai's Chief Technology Officer, Kevin Kreeger, Ph.D.

"Combining Fovia Ai's user experience with NVIDIA Clara's AI-Assisted Annotation SDK will expedite creating meaningful annotation to accelerate AI algorithm development," said Brad Genereaux, Medical Imaging Alliance Manager at NVIDIA. "By helping radiologists integrate AI workflows into their everyday clinical work, they can save time and increase productivity."

Related Links:
Fovia Ai, Inc.
NVIDIA

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71 (!!!!! 7115.1256561279): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

72 (705.00373840332): 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 (130.89179992676): SELECT show_live FROM jos_com_show_setting LIMIT 1

74 (277.99606323242): SELECT show_live FROM jos_com_show_setting LIMIT 1

75 (708.10317993164): SELECT show_live FROM jos_com_show_setting LIMIT 1

76 (180.00602722168): SELECT show_live FROM jos_com_show_setting LIMIT 1

77 (51.021575927734): SELECT show_live FROM jos_com_show_setting LIMIT 1

78 (65.088272094727): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (40.054321289062): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (77.009201049805): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (45.061111450195): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (161.88621520996): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

88 (422.00088500977): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

89 (62.227249145508): 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 (700.95062255859): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (308.99047851562): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (362.87307739258): SELECT show_live FROM jos_com_show_setting LIMIT 1

93 (390.05279541016): SELECT show_live FROM jos_com_show_setting LIMIT 1

94 (!!!!! 1626.9683837891): SELECT show_live FROM jos_com_show_setting LIMIT 1

95 (207.18574523926): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (162.83988952637): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (524.99771118164): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (900.0301361084): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (30.040740966797): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (26.226043701172): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (25.033950805664): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (24.795532226562): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (952.00538635254): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

105 (!!!!! 5379.9152374268): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

106 (!!!!! 9753.942489624): 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=294780386 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

107 (!!!!! 2467.8707122803): 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=294780386 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

108 (!!!!! 7370.9487915039): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

109 (!!!!! 7909.0595245361): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

110 (!!!!! 7906.9137573242): 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=294780386 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

111 (!!!!! 7961.9884490967): 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=294780386 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (!!!!! 4693.9849853516): 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 (!!!!! 2231.8363189697): 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 (!!!!! 8516.0732269287): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

115 (!!!!! 7987.9760742188): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

116 (!!!!! 7761.0015869141): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

117 (!!!!! 7967.9489135742): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

118 (!!!!! 7760.0479125977): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

119 (!!!!! 7995.1286315918): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

120 (!!!!! 4053.8311004639): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

121 (!!!!! 131791.83006287): 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 (!!!!! 7719.9935913086): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

123 (!!!!! 7968.9025878906): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

124 (!!!!! 7829.1893005371): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780386 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780386 AND type='deeppockets_item' AND published='1' LIMIT 1

125 (!!!!! 1890250.9212494): ( 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 (!!!!! 1705544.2333221): ( 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 (235.08071899414): 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 (628.94821166992): 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 (61.988830566406): 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 (31.948089599609): 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 (30.040740966797): 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 (29.087066650391): 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 (!!!!! 4516.8399810791): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

134 (!!!!! 3518.1045532227): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

135 (855.92269897461): SELECT name FROM jos_deeppockets WHERE id=217

136 (391.96014404297): SELECT name FROM jos_deeppockets WHERE id=217

137 (996.11282348633): 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 (!!!!! 1348.0186462402): 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 (!!!!! 15610.933303833): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

140 (255.82313537598): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

141 (!!!!! 14751.91116333): TRUNCATE TABLE jos_trademed_module

142 (!!!!! 1480.1025390625): 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=294780386 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

143 (!!!!! 2109.0507507324): 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=294780386 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

144 (!!!!! 1007.080078125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

145 (71.048736572266): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

146 (352.14424133301): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

147 (718.11676025391): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

148 (!!!!! 5764.9612426758): 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 (337.83912658691): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

150 (467.06199645996): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

151 (!!!!! 1720.9053039551): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294780386 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294780386 AND type='deeppockets_item' AND published='1' LIMIT 1

152 (!!!!! 1052.1411895752): 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 (483.98971557617): 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 (257.01522827148): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

155 (!!!!! 3395.7958221436): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

156 (113.01040649414): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294780386 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294780386 AND published='1' LIMIT 1

157 (!!!!! 1086.950302124): select jos_twitters.link from jos_twitters where cat=10

158 (355.95893859863): select jos_facebook.link from jos_facebook where cat=10

159 (35.04753112793): select jos_google_plus.link from jos_google_plus where cat=10

160 (38.14697265625): select jos_linkedin.link from jos_linkedin where cat=10

161 (!!!!! 1713.0374908447): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

162 (!!!!! 4161.1194610596): insert into jos_banners_delta values (14615,'2025-05-01 12:20:00','18.225.95.155','view'),(14202,'2025-05-01 12:20:00','18.225.95.155','view'),(14203,'2025-05-01 12:20:00','18.225.95.155','view')

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