In this session we’ll explain two neural network quantization techniques, quantization-aware training (QAT) and post-training quantization (PTQ), and explain when to use each. We’ll discuss what needs to be done for efficient implementation of each: for example, QAT requires preparation […]
In this presentation, we explore the integration of cameras within the Robot Operating System (ROS) for robust embedded vision applications. We’ll delve into ROS’s core functionalities for camera data handling, including the ROS messages (data structures) used for transmitting image […]
The Khronos OpenVX API offers a set of optimized primitives for low-level image processing, computer vision and neural network operators. It provides a simple method for writing optimized code that is portable across multiple hardware vendors and processors, including CPUs, […]
In industrial supply chain and logistics applications, edge IoT devices capture data continuously, generating massive amounts of data. For embedded vision systems, managing the sheer volume of images and metadata can be challenging. Selecting a diverse subset of high-quality data […]
In this presentation, Haran Thanigasalam will provide an overview of the MIPI CSI-2 image sensor interface standard, covering its fundamental features and capabilities, including low-energy transport solutions, power spectral density reduction and latency reduction. Haran will discuss the latest advances, […]
Along with AI agents, the new generation of large language models, vision-language models and other large multimodal models are enabling powerful new capabilities that promise to transform industries. In this talk, we explore the requirements and architectures of agentic applications, […]
In this presentation we’ll look at recent advances in depth estimation from images. We’ll first focus on the ability to estimate metric depth from monocular camera images from different domains and camera parameters. Next we’ll look at extensions to the […]
In this session, Jeff Bier will continue his exploration of the most important recent developments and trends in the fast-moving world of computer vision and AI technologies and applications. Jeff will highlight promising opportunities in emerging applications. He will also […]
In this session, Jeff Bier (Founder of the Edge AI and Vision Alliance and Program Chair for the Embedded Vision Summit) will share an insider’s perspective on some of the most important recent developments and trends in the fast-moving world […]
In this session we delve into the latest version of OpenCV, the world’s most popular open-source computer vision library. We will highlight the major innovations and improvements in OpenCV 5.0, including a revamped DNN inference engine with integrated format parsers, […]
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