En bref As of 2025, VPUs sit at the intersection of edge AI and real-time vision applications, delivering deterministic latency with impressive energy efficiency. This article surveys what VPUs are, how they work, who the major vendors are, and what trends shape their development in a rapidly evolving ecosystem. Explore how Intel’s Movidius lineage, alongside …
En bref Real-time facial recognition in the browser is rapidly maturing in 2025, enabling live analysis of video streams directly within web applications. This article explores how browser-based webcam technology powerfully combines computer vision, privacy-conscious design, and scalable architectures to deliver accurate face detection and recognition without mandatory server round-trips. It covers core concepts, the …
En bref Convolutional Neural Networks (CNNs) have transformed how machines perceive the visual world. A CNN’s journey begins with simple filters that detect basic patterns—lines, textures, and edges—and progressively builds complex representations that can identify faces, animals, or scenes. This deepening hierarchy is not accidental: it mirrors how humans recognize objects by composing simple features …