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<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>
<p class="MsoNormal" style="background:white"><span style="font-size:12.0pt;color:black"><o:p> </o:p></span></p>
<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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<span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"><a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Ftamucc.webex.com%2Ftamucc%2Fj.php%3FMTID%3Dmed146d8fb53de1798166b5982df808b9&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043258771%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=KQCbM8BRlz8mQJ3N8KzqiDttVzZrJUFcyjw8pK7mBn4%3D&reserved=0" originalsrc="https://tamucc.webex.com/tamucc/j.php?MTID=med146d8fb53de1798166b5982df808b9" shash="Csa8yqI9f7rAhwUpfWBh4J0zd3jSs7JRNMfUeX0dtVpJPDmS6sph4T5rIjz3ynlakb8zXHmdQZeUAGc3exRTUdYQJ9daaO+drCvuA1FN6jKk2Zw0T5GFh6zmdle4rmBNRiJh6iANvPAsPefX6fFmBe3rbE8Wd9p5RnBM377QvbA="><span style="font-size:15.0pt;font-family:"Calibri",sans-serif;color:white;text-decoration:none">Start
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"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"><a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Ftamucc.webex.com%2Ftamucc%2Fj.php%3FMTID%3Dmed146d8fb53de1798166b5982df808b9&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043268726%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=eU0zAWr4kddswtEA%2FXZqd%2B0gV2zRfy3C3VFhOXiWEoQ%3D&reserved=0" originalsrc="https://tamucc.webex.com/tamucc/j.php?MTID=med146d8fb53de1798166b5982df808b9" shash="NEiYD5BMvxxlpDlTXQd0wseuDnIN9BWjzHzLxQvCFoYRdOTgxbJzWtHsgzmp1+RHSKV+FyuV3W0yhTCFEeW+AtZ7tRDoFVDx9Xqx170PPUn/loJsP1+fraONk4pQjqDchoVG+Q/QffCSaA9adVidRkyeHWnEwCX5iJzJQ4KqW6E=" target="_blank"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">https://tamucc.webex.com/tamucc/j.php?MTID=med146d8fb53de1798166b5982df808b9</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:9.0pt;font-family:"Arial",sans-serif;color:black">Join by meeting number
<o:p></o:p></span></b></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:16.5pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333">Meeting number (access code): 133 656 3884
<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: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"><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">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"><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"><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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<p class="MsoNormal" style="line-height:18.0pt"><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#333333"><a href="https://nam12.safelinks.protection.outlook.com/?url=https%3A%2F%2Ftamucc.webex.com%2Ftamucc%2Fglobalcallin.php%3FMTID%3Dm06cc012a2c023e8bb758c96ef8764761&data=04%7C01%7Ccosc-grad-students-list%40listserv.tamucc.edu%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043268726%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=qqDPehLqev1mSlHgA7FoRIWeV0k10rJeRIPVOLwtgvA%3D&reserved=0" originalsrc="https://tamucc.webex.com/tamucc/globalcallin.php?MTID=m06cc012a2c023e8bb758c96ef8764761" shash="tnrO/tNH6brBkwQjTNnbq6lR11DwFQVz12PLUOhVgmhS9W2ZHgKVA3NKWTpSQlRyR11iBBNJ8ZBIRpx55VXonHpQxZL3Jgf4J8pcikKwjIDkmcMsB+GLqwYnTh0K3VgdC5IEX9H4j975mrlKt7p+inh9sKdjxO4P7ZePfXcr0BM="><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#005E7D;text-decoration:none">Global
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%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043278681%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=feiqf45H6AsRz5r07G%2FKbiOxKY6nlwfJnMcm3OZpDAs%3D&reserved=0" originalsrc="https://www.webex.com/pdf/tollfree_restrictions.pdf" shash="AifhvMvYHsp5kFAwaUtTmnhBybrRTjBRpbrH3rhh9Hl1USL4W+1McZXG0zi4TCKm/TX4rU6lXPVYAUrgaMSafWxR3+A/MgrqWCyqBCyUP17axUJXHAEfM/MX2ctNDyA+9gW1j+sp9h8Yb5AiRuysPfMQjDfIBe4hsi++701gEhk="><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"><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%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043278681%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=3EKsXXXP%2B%2Fvpqz4K1%2FwpQZUGugp1FQWK2ZlvPb0iEQg%3D&reserved=0" originalsrc="http://%20sip:1336563884@tamucc.webex.com/" shash="or+vzokuFYWTTUwVKJd8kCjJMIJEAYjh8zywPkP6kfkkVy2SLealtOQ4kX05SD3nO9qcGNAVVU9t8k//YZDuE0p5TRww/UHVZw+rUSkYF1BYSc/ZhHvj/I9O2h7M9J7koH388KoHgjOu1uLPMSUCNTgvxoktvhm3EyhXdw7RqIU=">
<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%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043288639%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=RcOCMdlExjkJhMEq3O0pq3ozdj7TYnN%2BV9ouBJv6oJE%3D&reserved=0" originalsrc="http://%20sip:1336563884.tamucc@lync.webex.com/" shash="QXQ5OKikxUx8uquK8pHEFQskZd111bN6cz9ROiycdRFT5vHZ5rAuSgL2I9YvF1ABmtyKzvHIVogodt08zM9eaysTCS+fdvEW/Ib5MPB4rvPnrsLF/PFo5r+h705FjNxBCCuvpUhd+chOsKL43xtMa403x0H3nCOT5RNgDdoon0A=">
<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%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043288639%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=ENFd1CgyMHEyk23ysJGsQ1%2BFTTKVEK7s3C9TWKHVclo%3D&reserved=0" originalsrc="https://tamucc.webex.com/tamucc/j.php?MTID=md783630e718d94bd89b68cdc0fd774e1" shash="F67xJsyXaeYuYAabGZGxBq6u2wgEkLn3tnV0HxB4CYT/dY7lvpXEcDbMkFXAOhp4ZcSROEftuNNmz723l01zcjL0rCk2wteaBBi1d/xfTzCEGCoJqDhIvZPIxuC65flA5WtR8RkV7ECidysCW3YWtmYa+9rusOjhiVqCv9sJBt4=">
<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%7Ccd5fda64e3e74341744a08d8ff67e9a0%7C34cbfaf167a64781a9ca514eb2550b66%7C0%7C0%7C637540169043298593%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=qDm4ZXV3N8T76tpX7vBD0VV4gct9yjRelGb%2F3FAEmG8%3D&reserved=0" originalsrc="https://help.webex.com/" shash="mto1HzTtfv+OwTPAL/fpEYziGG9aqe+eDkHTfHWc5DCFI6cSOhf1h6QRgFhPWXNFqJQj/kNGH8AcuDflRDYskjO7/SOLKIyyaEBVGUiGWfw9UuSTmeWArvbHcbmTbAVVYPbkLVEFc/fVdzeEzBlXvTQCzWZ+ZR+aFBJ+zT/TBXw=">
<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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