We started with a simple vision in mind: “How might we get the best deep learning performance with real-world solutions deployed into production?” In this session, the lead architect of Intel Distribution of OpenVINO toolkit, Yury Gorbachev, will discuss the […]
Achieving high performance and power efficiency for machine learning inference at the edge requires maintaining high chip utilization, even with a batch size of one, while processing high-resolution image data. In this Over-the-Shoulder tutorial session, we will show how Edgecortix’s […]
Today, TinyML focuses primarily on shoehorning neural networks onto microcontrollers or small CPUs but misses the opportunity to transform all of ML because of two unfortunate assumptions: first, that tiny models must make significant performance and accuracy compromises to fit […]
The number and resolution of image sensors continue to increase in mobile, AR/VR, automotive, drone, mobile, and robotics platforms, which also use a mix of other types of sensors in addition to image sensors. Getting the most from these sensors […]
There are many large-scale opportunities for edge AI solutions across a broad range of Internet of Things applications. But deploying the kinds of complete solutions that customers desire—at scale—is challenging. Fragmentation in the IoT space means that there is huge […]
Bringing together the transformative power of 5G and AI technologies is essential to driving the next generation of high-compute, low-power robots and drones for consumer, enterprise and industrial sectors. In this session, Dev Singh, Qualcomm Technologies’ GM of Robotics, Drones […]
In this in-depth tutorial, you’ll learn how to build real-world embedded machine learning (ML) applications ranging from simple sensor configurations to powerful Linux-based computer vision applications, hands-on. We’ll cover: Collecting and classifying datasets Designing and training high-accuracy models Optimizing and […]
MaskCam is a prototype reference design for a smart camera that counts the number of people wearing masks in its field of view and reports statistics to the cloud. Based on the Nvidia Jetson Nano, all AI processing is handled […]
Video data is abundant and being generated at ever-increasing rates. Analyzing video with AI can provide valuable insights and capabilities for many applications ranging from autonomous driving and smart cameras to smartphones and extended reality. However, as video resolution and […]
Performant spatial AI and CV enables human-like perception and real-time interaction with the world. But embedding performant spatial AI and CV into actual products is difficult, costly and time-consuming. DepthAI makes building products with these capabilities fast, easy, and flexible. […]
