Resources
In-depth information about the edge AI and vision applications, technologies, products, markets and trends.
The content in this section of the website comes from Edge AI and Vision Alliance members and other industry luminaries.
All Resources
Why DRAM Prices Keep Rising in the Age of AI
As hyperscale data centers rewrite the rules of the memory market, shortages could persist until 2027. Strong server DRAM demand for AI data centers is driving memory prices higher throughout the market, as customers scramble
STM32MP21x: It’s Never Been More Cost-effective or More Straightforward to Create Industrial Applications with Cameras
This blog post was originally published at STMicroelectronics’ website. It is reprinted here with the permission of STMicroelectronics. ST is launching today the STM32MP21x product line, the most affordable STM32MP2, comprising a single-core Cortex-A35 running at 1.5
Upcoming Webinar on Last Mile Logistics
On January 28, 2026, at 11:00 am PST (2:00 pm EST) Alliance Member company STMicroelectronics will deliver a webinar “Transforming last mile logistics with STMicroelectronics and Point One” From the event page: Precision navigation is
HCLTech Recognized as the ‘Innovation Award’ Winner of the 2025 Ericsson Supplier Awards
LONDON and NOIDA, India, Jan 19 2026 — HCLTech, a leading global technology company, today announced that it has been recognized by Ericsson as the ‘Innovation Award’ winner in the 2025 Ericsson Supplier Awards. The award has
NAMUGA Successfully Concludes CES Participation, official Launch of Next-Generation 3D LiDAR Sensor ‘Stella-2’
Las Vegas, NV, Jan 15 — NAMUGA announced that it successfully concluded the unveiling of its new product, Stella-2, at CES 2026, the world’s largest IT and consumer electronics exhibition, held in Las Vegas, USA, from
Why Scalable High-Performance SoCs are the Future of Autonomous Vehicles
This blog post was originally published at Texas Instruments’ website. It is reprinted here with the permission of Texas Instruments. Summary The automotive industry is ascending to higher levels of vehicle autonomy with the help
Getting Started with Edge AI on NVIDIA Jetson: LLMs, VLMs, and Foundation Models for Robotics
This article was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Running advanced AI and computer vision workloads on small, power-efficient devices at the edge is a growing challenge. Robots,
Microchip Expands PolarFire FPGA Smart Embedded Video Ecosystem with New SDI IP Cores and Quad CoaXPress Bridge Kit
Solution stacks deliver broadcast-quality video, SLVS-EC to CoaXPress bridging and ultra-low power operation for next-generation medical, industrial and robotic vision applications CHANDLER, Ariz., January 19, 2025 —Microchip Technology (Nasdaq: MCHP) has expanded its PolarFire® FPGA smart embedded video ecosystem
What is a Stop Sign Violation, and How Do Cameras Help Prevent It?
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. From suburban neighborhoods to rural highways, failure to comply with stop signs endangers pedestrians, cyclists, and
Technologies
Sony Pregius IMX264 vs. IMX568: A Detailed Sensor Comparison Guide
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. The image sensor is an important component in defining the camera’s image quality. Many real-world applications pushed for smaller pixel sizes to increase resolution in compact form factors. To address this demand, Sony has been improving
Upcoming Webinar on CSI-2 over D-PHY & C-PHY
On February 24, 2026, at 9:00 am PST (12:00 pm EST) MIPI Alliance will deliver a webinar “MIPI CSI-2 over D-PHY & C-PHY: Advancing Imaging Conduit Solutions” From the event page: MIPI CSI-2®, together with MIPI D-PHY™ and C-PHY™ physical layers, form the foundation of image sensor solutions across a wide range of markets, including
Applications
What Happens When the Inspection AI Fails: Learning from Production Line Mistakes
This blog post was originally published at Lincode’s website. It is reprinted here with the permission of Lincode. Studies show that about 34% of manufacturing defects are missed because inspection systems make mistakes.[1] These numbers show a big problem—when the inspection AI misses something, even a tiny defect can spread across hundreds or thousands of products. One
Accelerating next-generation automotive designs with the TDA5 Virtualizer™ Development Kit
This blog post was originally published at Texas Instruments’ website. It is reprinted here with the permission of Texas Instruments. Introduction Continuous innovation in high-performance, power-efficient systems-on-a-chip (SoCs) is enabling safer, smarter and more autonomous driving experiences in even more vehicles. As another big step forward, Texas Instruments and Synopsys developed a Virtualizer Development Kit™ (VDK) for the
Into the Omniverse: OpenUSD and NVIDIA Halos Accelerate Safety for Robotaxis, Physical AI Systems
This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. NVIDIA Editor’s note: This post is part of Into the Omniverse, a series focused on how developers, 3D practitioners and enterprises can transform their workflows using the latest advancements in OpenUSD and NVIDIA Omniverse. New NVIDIA safety
Functions
AI On: 3 Ways to Bring Agentic AI to Computer Vision Applications
This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Learn how to integrate vision language models into video analytics applications, from AI-powered search to fully automated video analysis. Today’s computer vision systems excel at identifying what happens in physical spaces and processes, but lack the abilities to explain the
SAM3: A New Era for Open‑Vocabulary Segmentation and Edge AI
Quality training data – especially segmented visual data – is a cornerstone of building robust vision models. Meta’s recently announced Segment Anything Model 3 (SAM3) arrives as a potential game-changer in this domain. SAM3 is a unified model that can detect, segment, and even track objects in images and videos using both text and visual
TLens vs VCM Autofocus Technology
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. In this blog, we’ll walk you through how TLens technology differs from traditional VCM autofocus, how TLens combined with e-con Systems’ Tinte ISP enhances camera performance, key advantages of TLens over mechanical autofocus systems, and applications
