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

poLight ASA Collaborates with Image Quality Labs on M12-based Raspberry Pi TLens Studio for AI-driven Industrial Machine Vision Applications
TØNSBERG, Norway–(BUSINESS WIRE) — poLight ASA (OSE: PLT) and Image Quality Labs (IQL) today announced the development of an M12-based Raspberry Pi TLens® Studio evaluation and development platform, utilizing the new line of TLens® off-the-shelf

How FPGA-Based Frame Grabbers Are Powering Next-Gen Multi-Camera Systems
This article was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. FPGA-based frame grabbers are redefining multi-camera vision by enabling synchronized aggregation of up to eight GMSL streams

97% Smaller, Just as Smart: Scaling Down Networks with Structured Pruning
This article was originally published at Analog Devices’ website. It is reprinted here with the permission of Analog Devices. Why Smaller Models Matter Shrinking AI models isn’t just a nice-to-have—it’s a necessity for bringing powerful,

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

NVIDIA Debuts Nemotron 3 Family of Open Models
News Summary: The Nemotron 3 family of open models — in Nano, Super and Ultra sizes — introduces the most efficient family of open models with leading accuracy for building agentic AI applications. Nemotron 3 Nano delivers 4x

Better Than Real? What an Apple-Orchard Benchmark Really Says About Synthetic Data for Vision AI
If you work on edge AI or computer vision, you’ve probably run into the same wall over and over: The model architecture is fine. The deployment hardware is (barely) ok. But the data is killing

Arm at NeurIPS 2025: How AI research is shaping the future of intelligent computing
This blog post was originally published at Arm’s website. It is reprinted here with the permission of Arm. NeurIPS 2025 provided Arm with a unique opportunity to share the latest technical trends and insights with the global

The architecture shift powering next-gen industrial AI
This blog post was originally published at Arm’s website. It is reprinted here with the permission of Arm. How Arm is powering the shift to flexible AI-ready, energy-efficient compute at the “Industrial Edge.” Industrial automation

What is a dust denoising filter in TOF camera, and how does it remove noise artifacts in vision systems?
This article was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Time-of-Flight (ToF) cameras with IR sensors are susceptible to performance variations caused by environmental dust. This
Technologies
Samsung to launch in-house mobile GPU by 2027
December 25, 2025, Suwon, South Korea — Samsung Electronics is accelerating plans to bring mobile graphics processing fully in-house, with multiple reports pointing to a proprietary GPU architecture arriving in an Exynos application processor as early as 2027. A report citing Cailian Press, says Samsung’s System LSI Division is pushing toward a “100% proprietary technology”

How Embedded Vision Is Helping Modernize and Future-Proof Retail Operations
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Physical stores are becoming intelligent environments. Embedded vision turns every critical touchpoint into a source of real-time insight, from shelves and kiosks to checkout zones and digital signages. With cameras analyzing activity as it happens, retailers

Groq and Nvidia Enter Non-Exclusive Inference Technology Licensing Agreement to Accelerate AI Inference at Global Scale
Mountain View, CA, December 24 — Today, Groq announced that it has entered into a non-exclusive licensing agreement with Nvidia for Groq’s inference technology. The agreement reflects a shared focus on expanding access to high-performance, low cost inference. As part of this agreement, Jonathan Ross, Groq’s Founder, Sunny Madra, Groq’s President, and other members of
Applications
Samsung to launch in-house mobile GPU by 2027
December 25, 2025, Suwon, South Korea — Samsung Electronics is accelerating plans to bring mobile graphics processing fully in-house, with multiple reports pointing to a proprietary GPU architecture arriving in an Exynos application processor as early as 2027. A report citing Cailian Press, says Samsung’s System LSI Division is pushing toward a “100% proprietary technology”

How Embedded Vision Is Helping Modernize and Future-Proof Retail Operations
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Physical stores are becoming intelligent environments. Embedded vision turns every critical touchpoint into a source of real-time insight, from shelves and kiosks to checkout zones and digital signages. With cameras analyzing activity as it happens, retailers

The Coming Robotics Revolution: How AI and Macnica’s Capture, Process, Communicate Philosophy Will Define the Next Industrial Era
This blog post was originally published at Macnica’s website. It is reprinted here with the permission of Macnica. Just as networking and fiber-optic infrastructure quietly laid the groundwork for the internet economy, fueling the rise of Amazon, Facebook, and the digital platforms that redefined commerce and communication, today’s breakthroughs in artificial intelligence are setting the stage
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
