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<p class="MsoNormal"><b>From:</b> King, Scott <br>
<b>Sent:</b> Wednesday, April 14, 2021 12:08 PM<br>
<b>To:</b> 'csci@listserv.tamucc.edu' <csci@listserv.tamucc.edu>; cosc-grad-students-list@listserv.tamucc.edu; scitech-list@listserv.tamucc.edu; gscs-student@listserv.tamucc.edu<br>
<b>Subject:</b> Mayank Agarwala MS Thesis Defense - 4/15 1:00pm "FSDCNN: A Few Shot Detection Mechanism that preserves its supervised nature"<o:p></o:p></p>
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<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Please join us for a MS Thesis defense on Friday at 1:00PM (virtual, link below)<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal" style="background:white"><span style="font-size:12.0pt;color:black">Mayank Agarwala<o:p></o:p></span></p>
<p class="MsoNormal" style="background:white"><span style="font-size:12.0pt;color:black">“FSDCNN: A Few Shot Detection Mechanism that preserves its supervised nature”<o:p></o:p></span></p>
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<p class="MsoNormal" style="background:white"><span style="font-size:12.0pt;color:black">Abstract:<o:p></o:p></span></p>
<p class="MsoNormal" style="background:white"><span style="font-size:12.0pt;color:black">Object detection has become better with the advent of deep convolution neural networks. However, the challenge of training a fully supervised system when there is a small
 amount of training samples available still remains. Another issue with fully supervised systems is seen upon encountering novel classes. It is difficult to retrain the model as it is a time-consuming and tedious process. Inspired by a human's ability to learn
 at a rapid rate, few-shot learning models have seen rapid development. In contrast to fully supervised systems, these learn from just a few samples. We propose a few-shot detection model, FSDCNN, based on a two-stage detector, that optimizes both the region
 proposal network and the object detector with the help of few-shot learning.  FSDCNN performs similar to other models when only 1 or 3 new samples are seen but outperforms them when 5 or 10 samples of the new classes are seen and it preserves the fully-supervised
 nature of the base two stage detector.<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:16.5pt"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#666666">Friday, April 16, 2021
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<p class="MsoNormal" style="line-height:16.5pt"><span style="font-size:12.0pt;font-family:"Arial",sans-serif;color:#666666">1:00 PM  |  (UTC-05:00) Central Time (US & Canada)  |  1 hr 30 mins
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 meeting</span></a><o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:black">More ways to join:<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:black">Join from the meeting link<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:black">Join by meeting number
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<p class="MsoNormal" style="line-height:16.5pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">Meeting number (access code): 133 656 3884
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<p class="MsoNormal" style="line-height:16.5pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">Meeting password: VWrBe4dFc85 (89723433 from phones)<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:black">Tap to join from a mobile device (attendees only)<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"><a href="tel:1-877-668-4493,,*01*1336563884%2389723433%23*01*"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">1-877-668-4493,,1336563884#89723433#</span></a>
 Call-in toll free number (US/Canada)<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"><a href="tel:%2B1-650-479-3208,,*01*1336563884%2389723433%23*01*"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">+1-650-479-3208,,1336563884#89723433#</span></a>
 Call-in toll number (US/Canada)<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">Some mobile devices may ask attendees to enter a numeric password.<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:black">Join by phone<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">1-877-668-4493 Call-in toll free number (US/Canada)<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">1-650-479-3208 Call-in toll number (US/Canada)<o:p></o:p></span></p>
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 call-in numbers</span></a>  |  <a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.webex.com%2Fpdf%2Ftollfree_restrictions.pdf&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C7d641e4a98fa4cc94fe408d9002682d1%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540987659823274%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=ML9oNTGEtGlRmno9vNWFGBu95IDFavkezyUInshgy7s%3D&reserved=0" originalsrc="https://www.webex.com/pdf/tollfree_restrictions.pdf" shash="v2NiClmpSzJktoHKTJA5AoLOOTo5SFU+lwe1ZONJHmEpwP1OO72+c1hJm7Q8Lfyuh2Ezi0NHIE/4iIMM2VP1kB7HnuRL2vHeUGfJbHqWJWMNIeEbqvLrkB6VCK1EwelqGSzVR/fy9rQ0FVzk4s8/3cdHkqiyyin6fCjcMmXlx7E="><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">Toll-free
 calling restrictions</span></a><o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:15.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"> <o:p></o:p></span></p>
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<p class="MsoNormal"><span style="display:none"><o:p> </o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:black">Join from a video system or application<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">Dial
<a href="https://nam12.safelinks.protection.outlook.com/?url=http%3A%2F%2F%2520sip%3A1336563884%40tamucc.webex.com%2F&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C7d641e4a98fa4cc94fe408d9002682d1%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540987659823274%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=GU1lPW7BzDYc28Xv8ns%2Bnsd4zBDIJqdaJxwHtIT1Hco%3D&reserved=0" originalsrc="http://%20sip:1336563884@tamucc.webex.com/" shash="jqI0wq3dCYPKTSYN6YCrTrE45C97+DUh3Gam2EVcNiEo+qRLQWXE2qKUrCO1J4WjDCtY6ChfTsEAGXowAXiX/rCG2iIELkNXUYXBtJLT5jN0BQOpvskxBum4x4IXFS4aqPgm9PoF2qd2BR8WaDI1+/FalBXMKBqn1PI8adk6894=">
<span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">1336563884@tamucc.webex.com</span></a><o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">You can also dial 173.243.2.68 and enter your meeting number.<o:p></o:p></span></p>
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<p class="MsoNormal"><span style="display:none"><o:p> </o:p></span></p>
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<p class="MsoNormal" style="line-height:15.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"> <o:p></o:p></span></p>
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<p class="MsoNormal"><span style="display:none"><o:p> </o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><b><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:black">Join using Microsoft Lync or Microsoft Skype for Business<o:p></o:p></span></b></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">Dial
<a href="https://nam12.safelinks.protection.outlook.com/?url=http%3A%2F%2F%2520sip%3A1336563884.tamucc%40lync.webex.com%2F&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C7d641e4a98fa4cc94fe408d9002682d1%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540987659833266%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=%2FdTr5h1008SxYOTkiMvykjnab2atg8bA29RyeCDdj4Y%3D&reserved=0" originalsrc="http://%20sip:1336563884.tamucc@lync.webex.com/" shash="ArauEP062ZpEnyfHETR//8o7J78Re13phDjDo9zQe4gwHHOx0XXobs+SMz9WTj9w43kYi6Lka3pBtRUdcEA/K8w+uzoJKkjZm4mhSiU0nhaPLvN4+fgPiWIARLnc6MqZNLmwnmwMJVtU37gZNrrEbESHFZSFc6yxPQUs0xBBWFE=">
<span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">1336563884.tamucc@lync.webex.com</span></a><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="display:none"><o:p> </o:p></span></p>
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<p class="MsoNormal" style="line-height:15.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"> <o:p></o:p></span></p>
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<p class="MsoNormal"><span style="display:none"><o:p> </o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">If you are a host,
<a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Ftamucc.webex.com%2Ftamucc%2Fj.php%3FMTID%3Dmd783630e718d94bd89b68cdc0fd774e1&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C7d641e4a98fa4cc94fe408d9002682d1%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540987659833266%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=MGBgbl8lX0FvQPs2IJxeDZ9EXQe6xm1pVDnheh67ySI%3D&reserved=0" originalsrc="https://tamucc.webex.com/tamucc/j.php?MTID=md783630e718d94bd89b68cdc0fd774e1" shash="XlFaSYMcs6JGn5/tYgGAyEe9AXhWmtt07IEjw8NC6ghPHGHrugGdCys4ia/0yFBLQvFGtikwEeqE1gv43YJYqcSR81q1yRr+QaDJN5P6zF75RFWHdu+fuuz8E+htNjiTbwsLfxaMmcUjPVd38/GKwc6GdQyuumHzq4hJ4xnifHw=">
<span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">click here</span></a> to view host information.<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:13.5pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"> <o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:black">Need help? Go to
<a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Fhelp.webex.com%2F&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7C7d641e4a98fa4cc94fe408d9002682d1%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540987659843262%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=T84uVM%2BJWM71bfsNan4m2iZaeF558VwsDvdjY%2Bq1Ag8%3D&reserved=0" originalsrc="https://help.webex.com/" shash="uu1e3IG3BO5K0T9MFVzSErqqo+QoR+2qdwssfmntckp6c3nhppFWAWX4KpD1/3mJD3DGibT3mnuW1Bk4zghVfoELONESi91SOcp7J/nJI5LATuMJKOHFzX9tRdByYSDEfZsBCfFi+hN5wfRcXUuwy4zqCSrMOHQJOgjJH7+facE=">
<span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">https://help.webex.com</span></a>
<o:p></o:p></span></p>
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<p class="MsoNormal" style="line-height:13.5pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"> <o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Scott King<o:p></o:p></p>
<p class="MsoNormal">Professor of Computer Science<o:p></o:p></p>
<p class="MsoNormal">Director, iCORE<o:p></o:p></p>
<p class="MsoNormal">Texas A&M University – Corpus Christi<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
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