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<?xml-stylesheet type="text/xsl" href="https://community.element14.com/cfs-file/__key/system/syndication/rss.xsl" media="screen"?><rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/"><channel><title>Sound &amp; Vision AI: Adding Eyes and Ears to Surveillance</title><link>https://community.element14.com/learn/events/c/e/1491</link><description>&lt;p style="margin:0;"&gt;&lt;span&gt;&lt;a href="https://community.element14.com/resized-image/__size/420x105/__key/telligent-evolution-extensions-calendar-calendarfiles/00-00-00-00-71/contentimage_5F00_203248.png"&gt;&lt;img alt="image" src="https://community-storage.element14.com/communityserver-components-secureimagefileviewer/telligent/evolution/extensions/calendar/calendarfiles/00/00/00/00/71/contentimage_203248.png-420x105.png?sv=2016-05-31&amp;sr=b&amp;sig=YGHkh6caF5zNk0xOEEX93e%2F8nzHbCx%2FbdUCufv6RmGQ%3D&amp;se=2026-05-07T23%3A59%3A59Z&amp;sp=r&amp;_=fiXCzR3+1zw4KjvIp36B3g==" style="max-height: 105px;max-width: 420px;" /&gt;&lt;/a&gt;&lt;/span&gt;&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;p style="margin:0;"&gt;Today’s products are becoming more sophisticated as they better understand the world around them. Using AI and sophisticated algorithms, sound and images can be analyzed in real time and that intelligence enables better contextual awareness for security and surveillance. Today, these AI networks are being used for a wider variety of tasks and do not require cloud resources. Xilinx MPSoCs make this possible by more efficiently processing these AI networks at the edge while offering standard linux software (Ubuntu) and popular AI framework environments (Keras, Tensorflow, PyTorch) that AI and embedded developers are familiar with.&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;p style="margin:0;"&gt;Product teams are also discovering that the use of these AI networks, processing different types of sensor data such as microphones and cameras, can take on more sophisticated tasks and produce more reliable results. This workshop brings together a confluence of vision and sound AI network models that when used together enable more intelligent products that make better application decisions. More specifically, this workshop will explain how to use sound detection (with localization) and vision detection of that location together in our reference design to enable higher level applications, such as with security and surveillance, to leverage events it sees and hears. In this workshop we will demonstrate a reference design that detects a dog bark and swivels the camera to that location where the vision model detects what is there.&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;p style="margin:0;"&gt;&lt;strong&gt;What you will learn by attending:&lt;/strong&gt;&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;ul&gt;&lt;li&gt;What makes the Xilinx MPSoC unique regarding neural network processing at the edge&lt;/li&gt;&lt;li&gt;How to use Aaware Sonus AI to tune sound classification models (how to retrain models with additional environmental background noise)&lt;/li&gt;&lt;li&gt;How to use accelerated Aaware sound classification models together with localization&lt;/li&gt;&lt;li&gt;How to use ComputEra Vision Accelerator to detect objects in real time using YoloNano&lt;/li&gt;&lt;li&gt;How to access the Aaware sound and ComputEra vision reference design&lt;/li&gt;&lt;/ul&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;p style="margin:0;"&gt;&lt;span id="9468f0d7_9986_4ae0_884c_ce79392bdefa"&gt;&lt;span&gt;












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&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;p style="margin:0;"&gt;&lt;strong&gt;Target markets:&lt;/strong&gt;&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;ul&gt;&lt;li&gt;Security &amp; Surveillance&lt;/li&gt;&lt;li&gt;Robotics&lt;/li&gt;&lt;li&gt;Conferencing&lt;/li&gt;&lt;li&gt;Kiosks&lt;/li&gt;&lt;li&gt;Point of Sale (POS)&lt;/li&gt;&lt;/ul&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;p style="margin:0;"&gt;&lt;span&gt;&lt;a href="https://community.element14.com/resized-image/__size/604x334/__key/telligent-evolution-extensions-calendar-calendarfiles/00-00-00-00-71/contentimage_5F00_203249.png"&gt;&lt;img loading="lazy" alt="image" src="https://community-storage.element14.com/communityserver-components-secureimagefileviewer/telligent/evolution/extensions/calendar/calendarfiles/00/00/00/00/71/contentimage_203249.png-604x334.png?sv=2016-05-31&amp;sr=b&amp;sig=gtK47PY5SKz8JRpuaeOzOptq7rg9ucaLDQtf7HYjcMM%3D&amp;se=2026-05-07T23%3A59%3A59Z&amp;sp=r&amp;_=Z8eO/NqjLG/kMg/708Regw==" style="max-height: 334px;max-width: 604px;" /&gt;&lt;/a&gt;&lt;/span&gt;&lt;/p&gt;&lt;p style="margin:0;padding:0px;"&gt; &lt;/p&gt;&lt;h1&gt;&lt;span style="color:#3334ca;"&gt;The Presenters:&lt;/span&gt;&lt;/h1&gt;&lt;table border="1" class="jiveBorder mce-item-table" style="border:1px solid #ffffff;width:100%;"&gt;&lt;tbody&gt;&lt;tr&gt;&lt;td style="border:1px solid black;border:1px solid #ffffff;width:50%;padding:6px;"&gt;&lt;span&gt;&lt;a href="https://community.element14.com/resized-image/__size/221x176/__key/telligent-evolution-extensions-calendar-calendarfiles/00-00-00-00-71/contentimage_5F00_203250.png"&gt;&lt;img loading="lazy" alt="image" src="https://community-storage.element14.com/communityserver-components-secureimagefileviewer/telligent/evolution/extensions/calendar/calendarfiles/00/00/00/00/71/contentimage_203250.png-221x176.png?sv=2016-05-31&amp;sr=b&amp;sig=aT8%2FHxRsMGoRQBIYp%2BUedILG%2FphPmKnz39CxZneCu8A%3D&amp;se=2026-05-07T23%3A59%3A59Z&amp;sp=r&amp;_=XfH4kclkwjQZlZm/7ecsQA==" style="max-height: 176px;max-width: 221px;" /&gt;&lt;/a&gt;&lt;/span&gt;&lt;/td&gt;&lt;td style="border:1px solid black;border:1px solid #ffffff;width:50%;padding:6px;"&gt;&lt;span&gt;&lt;a href="https://community.element14.com/resized-image/__size/174x174/__key/telligent-evolution-extensions-calendar-calendarfiles/00-00-00-00-71/contentimage_5F00_203251.png"&gt;&lt;img loading="lazy" alt="image" src="https://community-storage.element14.com/communityserver-components-secureimagefileviewer/telligent/evolution/extensions/calendar/calendarfiles/00/00/00/00/71/contentimage_203251.png-174x174.png?sv=2016-05-31&amp;sr=b&amp;sig=0%2BZMsk%2B32bUMvls6WHWD%2BfVoy1hexvvjZK3HErP30BU%3D&amp;se=2026-05-07T23%3A59%3A59Z&amp;sp=r&amp;_=c/RX5V5xHhkv4lnCJao9wg==" style="max-height: 174px;max-width: 174px;" /&gt;&lt;/a&gt;&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td style="border:1px solid black;border:1px solid #ffffff;width:50%;padding:6px;"&gt;&lt;strong&gt;Chris Eddington, CTO and Founder, Aaware Inc&lt;/strong&gt;&lt;/td&gt;&lt;td style="border:1px solid black;border:1px solid #ffffff;width:50%;padding:6px;"&gt;&lt;strong&gt;Alan Mishchenko, Chief Architect at ComputEra&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td style="border:1px solid black;border:1px solid #ffffff;width:50%;padding:6px;"&gt;&lt;p style="margin:0;"&gt;Seasoned entrepreneur of products based on embedded algorithm, signal processing, and machine learning technologies, with dozens of successful products launched over the last 30 years.  Current work at Aaware is in developing complete edge solutions for sound source localization, detection, separation and an integrated deep neural network acceleration platform for sound artificial intelligence that enables true real-time solutions for multi-sensor sound source localization, detection, separation, and classification which includes speech recognition and speaker diarization and speaker verification.&lt;/p&gt;&lt;/td&gt;&lt;td style="border:1px solid black;border:1px solid #ffffff;width:50%;padding:6px;"&gt;Alan is the chief architect at ComputEra and a Research Scientist at UC Berkeley.  He holds a PHD in Computer Science, has over 20 years of experience in R&amp;D, and has over 200 publications. He is known for his logic synthesis and formal verification, and as the main developer of open-source CAD tool ABC.  Part of the Berkeley team winning first place in the Hardware Model Checking Competition (HWMCC), in 2008 and 2017.  His Research Interests include hardware design, machine learning, FPGA-based CNN acceleration, compilation, and quantization.&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;</description><dc:language>en-US</dc:language><generator>Telligent Community 12</generator><item><title>re: Sound &amp; Vision AI: Adding Eyes and Ears to Surveillance by bhfletcher</title><link>https://community.element14.com/learn/events/c/e/1491</link><pubDate>Tue, 20 Jul 2021 20:53:46 GMT</pubDate><guid isPermaLink="false">93d5dcb4-84c2-446f-b2cb-99731719e767:1a27ccda-23b3-41cc-8827-995e0ee0cb81</guid><dc:creator>bhfletcher</dc:creator><description>&lt;p&gt;I see reference to &lt;span&gt;the Aaware sound and ComputEra vision reference design. Will I need a particular set of hardware to run that reference design?&lt;/span&gt;&lt;/p&gt;&lt;p&gt;&lt;span&gt;Thanks,&lt;/span&gt;&lt;/p&gt;&lt;p&gt;&lt;span&gt;Bryan&lt;/span&gt;&lt;/p&gt;&lt;div style="clear:both;"&gt;&lt;/div&gt;</description></item><item><title>re: Sound &amp; Vision AI: Adding Eyes and Ears to Surveillance by 14rhb</title><link>https://community.element14.com/learn/events/c/e/1491</link><pubDate>Thu, 29 Jul 2021 18:23:20 GMT</pubDate><guid isPermaLink="false">93d5dcb4-84c2-446f-b2cb-99731719e767:a79b8b9e-8c1d-405e-97ff-1a21f1a557a9</guid><dc:creator>14rhb</dc:creator><description>&lt;p&gt;&lt;tuts to himself because, even with an email reminder, he still missed it&gt;&lt;/p&gt;&lt;p&gt; &lt;/p&gt;&lt;p&gt;Luckily the good folk at E14 have provided a recording, so I can watch that now &lt;span&gt;&lt;a href="https://community.element14.com/resized-image/__size/16x16/__key/commentfiles/07eef79e70814fd2b5486cddd02e66b1-0bde0c3a-d416-4dea-b450-8d2fbe580a17/contentimage_5F00_1.png"&gt;&lt;img alt="image" src="https://community-storage.element14.com/communityserver-components-secureimagefileviewer/commentfiles/07eef79e70814fd2b5486cddd02e66b1/0bde0c3a/d416/4dea/b450/8d2fbe580a17/contentimage_1.png-16x16.png?sv=2016-05-31&amp;sr=b&amp;sig=LRX%2FIUvDaQK1SghLo20c0wWDJaW3D%2FyDI%2B2yZf0V6Q0%3D&amp;se=2026-05-07T23%3A59%3A59Z&amp;sp=r&amp;_=zGEM7pHL10Vt71gae75OdA==" style="max-height: 16px;max-width: 16px;" /&gt;&lt;/a&gt;&lt;/span&gt;&lt;/p&gt;&lt;div style="clear:both;"&gt;&lt;/div&gt;</description></item><item><title>re: Sound &amp; Vision AI: Adding Eyes and Ears to Surveillance by colporteur</title><link>https://community.element14.com/learn/events/c/e/1491</link><pubDate>Thu, 29 Jul 2021 23:12:40 GMT</pubDate><guid isPermaLink="false">93d5dcb4-84c2-446f-b2cb-99731719e767:6c0e4a3b-75db-4489-a648-877c9f61ccf8</guid><dc:creator>colporteur</dc:creator><description>&lt;p align="left"&gt;&lt;span&gt;I'm hoping someone might be able to break down what I watched today. &lt;/span&gt;&lt;/p&gt;&lt;p align="left"&gt; &lt;/p&gt;&lt;p align="left"&gt;&lt;span&gt;There was a representative from Aaware Inc. and ComputEra. I will assume the FPGA was the Xilinx MPSoC board and an Acoustically aware board to detect sound was from Aaware.&lt;/span&gt;&lt;/p&gt;&lt;p align="left"&gt; &lt;/p&gt;&lt;p align="left"&gt;&lt;span&gt;What was the product? The FPGA, the sound detection board, the knowledge of sound analysis, code, hardware, consulting... I’m just not sure. DId they develop an IP for detecting sounds and objects.&lt;/span&gt;&lt;/p&gt;&lt;p align="left"&gt; &lt;/p&gt;&lt;p align="left"&gt;&lt;span&gt;I'm now to all this stuff so, some coaching is required.&lt;/span&gt;&lt;/p&gt;&lt;p align="left"&gt; &lt;/p&gt;&lt;p align="left"&gt;&lt;span&gt;I did find the information very interesting. It got me thinking more about sound and what you hear and an AI hears.&lt;/span&gt;&lt;/p&gt;&lt;div style="clear:both;"&gt;&lt;/div&gt;</description></item></channel></rss>