Edge AI and Vision Alliance

SOFTWARE TOOLSETS Visual Anomaly Detection with FOMO-AD Virtually all computer vision machine learning models involve classification—for example, “how many humans are in the frame?” To train such a model, you need examples of every class of object the model is intended to detect. But what happens when a new type of object appears? Ask a …

Edge AI and Vision Insights: August 30, 2023 Edition Read More +

LOW-POWER SENSING AND PROCESSING Battery-powered Edge AI Sensing: A Case Study Implementing Low-power, Always-on Capability The trend of pushing AI/ML capabilities to the edge brings design challenges around the need to combine high-performance computing (for AI/ML algorithms) with low power consumption (to enable battery-powered sensing systems). Designers are often faced with a choice between using …

Edge AI and Vision Insights: August 16, 2023 Edition Read More +

DEVELOPMENT TOOL ADVANCEMENTS Deploy Your Embedded Vision Solution on Any Processor Vision-based product developers have a vast array of processors to choose from. Unfortunately, each processor has its own unique tool chain. This makes it difficult for developers to evaluate processor options and target different processors for different product needs. Fortunately, there’s Edge Impulse Studio—a …

Edge AI and Vision Insights: August 2, 2023 Edition Read More +

VISION PROCESSING AND ACCELERATION M1 NPU Delivers Flexibility, Accuracy, Efficiency and Performance For a growing range of applications, deploying AI in the real world means running various models at the edge. Fortunately, powerful edge processors are increasingly capable of handling demanding AI workloads. But performance alone is not sufficient. To meet the needs of real-world …

Edge AI and Vision Insights: July 19, 2023 Edition Read More +

IMPROVING VISION PRODUCT DEVELOPMENT Five Things You Might Overlook on Your Next Vision-enabled Product Design When you think about building a vision-enabled product, you probably think about things like: Which processor am I going to use? What neural network will it run? Where will I get the training data? These are important questions that need …

Edge AI and Vision Insights: July 5, 2023 Edition Read More +

OPEN SOURCE-BASED DEVELOPMENT TECHNIQUES Using Kubernetes to Speed Development and Deployment of Edge Computer Vision Applications In this 2022 Embedded Vision Summit presentation, Rakshit Agrawal, Vice President of Research and Development at Camio, presents real-world deployments of computer vision solutions using Kubernetes and shows how containerization enables continuous AI updates on a massive scale at …

Edge AI and Vision Insights: June 21, 2023 Edition Read More +

EMBEDDED VISION MARKET TRENDS AND PROCESSING SOLUTIONS Big Trends in Computer Vision: Health and Safety, Retail and Consumer Electronics Over the last few years computer vision technology has penetrated dozens of markets. The value of the computer vision market when this presentation was delivered at the 2022 Embedded Vision Summit was predicted to hit $48B …

Edge AI and Vision Insights: June 7, 2023 Edition Read More +