What does the world look like when intelligence is too cheap to meter, when edge AI becomes ubiquitous, when “predicting the next word” becomes “predicting the next state of the physical world?” Which industries and companies will benefit, and which […]
As computer vision workloads grow in scale and complexity, developers need high-performance, cost-efficient infrastructure to keep pace. In this session, OpenCV and AWS present Cloud Optimized OpenCV (COOL), an exclusive hardware-aware distribution of OpenCV built specifically for Arm-based AWS Graviton […]
Your computer vision prototype works beautifully: USB camera on a Jetson dev kit, software humming, investors impressed. Production isn’t that convenient. It brings MIPI‑CSI buses, custom kernel drivers, device‑tree overlays—and complexity most teams meet too late. This talk walks the […]
Transformers have become the foundation of modern AI, reshaping how products are built and how businesses operate. In this talk we will explain why transformers replaced earlier models, what makes them highly scalable and how they expanded from language systems […]
An industrial vision AI pilot gets launched. Expectations are high. But something goes wrong. Why? Kasper De Smaele shares lessons learned from implementing vision AI for the largest industrial companies in the world, in applications ranging from in-line quality control […]
Most vision AI systems that work in the lab fail when deployed across hundreds of real-world locations. At Intuitivo, we operate 2,000+ autonomous points of purchase across enterprise locations, including Tesla, Microsoft, Walmart and Bank of America facilities, processing over […]
Depth sensing is a crucial technology for many applications, including robotics, automotive safety and biometrics. In this talk, we’ll provide an overview of depth-sensing technologies, including stereo vision, time-of-flight (ToF) and LiDAR. We will discuss the capabilities, trade-offs and limitations […]
As small language and multimodal models improve, a practical question is emerging for product teams: have we hit a “good enough” quality threshold for embeddable AI, and what are the lowest-cost SoCs that can actually run these models end-to-end? In […]
This session explores practical strategies for deploying computer vision AI on far-edge devices under strict resource constraints. While highlighting FPGA-specific strengths, such as customizable dataflows, fine-grained quantization control and efficient near-sensor processing, we will also cover techniques applicable across edge […]
Obtaining suitable training data remains a core challenge in the development of custom computer vision solutions for industrial applications such as those in supply chain and logistics. Industrial data differs fundamentally from common datasets—it is often domain-specific, making it expensive […]
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