Software for Embedded Vision

Automated Driving for All: Snapdragon Ride Pilot System Brings State-of-the-art Safety and Comfort Features to Drivers Across the Globe
This blog post was originally published at Qualcomm’s website. It is reprinted here with the permission of Qualcomm. Qualcomm Technologies, Inc. introduces Snapdragon Ride Pilot at IAA Mobility 2025 What you should know: Qualcomm Technologies, Inc. has introduced Snapdragon Ride Pilot to help make driving more safety-focused and convenient for people around the world. Features

“Introduction to Knowledge Distillation: Smaller, Smarter AI Models for the Edge,” a Presentation from Deep Sentinel
David Selinger, CEO of Deep Sentinel, presents the “Introduction to Knowledge Distillation: Smaller, Smarter AI Models for the Edge” tutorial at the May 2025 Embedded Vision Summit. As edge computing demands smaller, more efficient models, knowledge distillation emerges as a key approach to model compression. In this presentation, Selinger delves… “Introduction to Knowledge Distillation: Smaller,

Smarter, Faster, More Personal AI Delivered on Consumer Devices with Arm’s New Lumex CSS Platform, Driving Double-digit Performance Gains
News Highlights: Arm Lumex CSS platform unlocks real-time on-device AI use cases like assistants, voice translation and personalization, with new SME2-enabled Arm CPUs delivering up to 5x faster AI performance Developers can access SME2 performance with KleidiAI, now integrated into all major mobile OSes and AI frameworks, including PyTorch ExecuTorch, Google LiteRT, Alibaba MNN and

Qualcomm and Google Cloud Deepen Collaboration to Bring Agentic AI Experiences to the Auto Industry
Highlights: Landmark technical collaboration brings together the strengths of two industry leaders with Google Gemini models and Qualcomm Snapdragon Digital Chassis solutions to help automakers create deeply personalized and advanced AI agents that will redefine customers’ experiences at every point in their journeys. Combines the best of both worlds – powerful on-device AI for instant,

“Introduction to Enhancing Data Quality for AI Success,” a Presentation from CVS Health
Aarohi Tripathi, Senior Data Engineer at CVS Health, presents the “Introduction to Enhancing Data Quality for AI Success,” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Tripathi focuses on the critical role that high-quality data plays in the effectiveness and accuracy of AI models. Since AI systems… “Introduction to Enhancing Data Quality

Accelerate Autonomous Vehicle Development with the NVIDIA DRIVE AGX Thor Developer Kit
This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Autonomous vehicle (AV) technology is rapidly evolving, fueled by ever-larger and more complex AI models deployed at the edge. Modern vehicles now require not only advanced perception and sensor fusion, but also end-to-end deep learning pipelines that

“Mastering the End-to-end Machine Learning Model Building Process: Best Practices and Pitfalls,” a Presentation from Caterpillar
Paril Ghori, Senior Data Scientist at Caterpillar, presents the “Mastering the End-to-end Machine Learning Model Building Process: Best Practices and Pitfalls” tutorial at the May 2025 Embedded Vision Summit. In this talk, Ghori explores the complete machine learning model building process, providing data scientists and ML engineers with practical insights… “Mastering the End-to-end Machine Learning

“Strategies for Image Dataset Curation from High-volume Industrial IoT Data,” a Presentation from Brambles
Dan Bricarello, Computer Vision Lead, and Apurva Godghase, Senior Computer Vision Engineer, both of Brambles, co-present the “Strategies for Image Dataset Curation from High-volume Industrial IoT Data” tutorial at the May 2025 Embedded Vision Summit. In industrial supply chain and logistics applications, edge IoT devices capture data continuously, generating massive… “Strategies for Image Dataset Curation

Qualcomm and BMW Group Unveil Groundbreaking Automated Driving System with Jointly Developed Software Stack
Highlights: AI-enabled Snapdragon Ride Pilot Automated Driving System, powered by Snapdragon Ride system-on-chips and a new jointly developed automated driving software stack, debuts in the all-new BMW iX3 at IAA Mobility 2025. System is validated in 60 countries worldwide and is targeted to be available in more than 100 countries by 2026. Scalable platform enabling

Building a Versatile Vision Data Simulation Platform: Key Components and Architecture
This blog post was originally published at Geisel Software’s Symage website. It is reprinted here with the permission of Geisel Software. Are Real-World Data Limitations Holding Back Your AI Models? KEY TAKEAWAYS: Versatile Data Simulation Powers Industry Relevance A truly effective vision data simulation platform leverages modular architecture and configurable domain parameters to adapt seamlessly

“Taking Computer Vision Products from Prototype to Robust Product,” an Interview with Blue River Technology
Chris Padwick, Machine Learning Engineer at Blue River Technology, talks with Mark Jamtgaard, Director of Technology at RetailNext for the “Taking Computer Vision Products from Prototype to Robust Product,” interview at the May 2025 Embedded Vision Summit. When developing computer vision-based products, getting from a proof of concept to a… “Taking Computer Vision Products from

GenAI Firsts: Redefining What’s Possible At the Edge
This blog post was originally published at Qualcomm’s website. It is reprinted here with the permission of Qualcomm. How our pioneering research and leading proof-of-concepts are paving the way for generative AI to scale What you should know: Qualcomm AI Research is pioneering research and inventing novel techniques to deliver efficient, high-performance GenAI solutions. Our

“Improving Worksite Safety with AI-powered Perception,” a Presentation from Arcure
Sabri Bayoudh, Chief Innovation Officer at Arcure, presents the “Improving Worksite Safety with AI-powered Perception” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Bayoudhl explores how embedded vision is being used in industrial applications, including vehicle safety and production. He highlights some of the challenging requirements of… “Improving Worksite Safety with AI-powered

Software-defined Vehicles: Built For Users, or For the Industry?
SDV Level Chart: IDTechEx defines SDV performance using six levels. Most consumers still have limited awareness of the deeper value behind “software-defined” capabilities The concept of the Software-Defined Vehicle (SDV) has rapidly emerged as a transformative trend reshaping the automotive industry. Yet, despite widespread use of the term, there remains significant confusion around its core

How to Support Multi-planar Format in Python V4L2 Applications on i.MX8M Plus
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. The default Python V4L2 library module contains critical details related to the V4L2 capture method. Learn how to implement basic definitions (missing the default library module) and capture images in the V4L2 multi-planar format. Python

“Introduction to Designing with AI Agents,” a Presentation from Amazon Web Services
Frantz Lohier, Senior Wordwide Specialist for Advanced Computing, AI and Robotics at Amazon Web Services, presents the “Introduction to Designing with AI Agents” tutorial at the May 2025 Embedded Vision Summit. Artificial intelligence agents are components in an AI system that can perform tasks autonomously, making decisions and taking actions… “Introduction to Designing with AI

Upcoming Presentation and Demonstrations Showcase Autonomous Mobile Robots and Machine Vision
On Wednesday, October 15 from 11:45 AM – 12:15 PM PT, Alliance Member company eInfochips will deliver the presentation “Real-time Vision AI System on Edge AI Platforms” at the RoboBusiness and DeviceTalks West 2025 Conference in Santa Clara, California. From the event page: This session presents a real-time, edge-deployed Vision AI system for automated quality

Into the Omniverse: World Foundation Models Advance Autonomous Vehicle Simulation and Safety
This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. AI and OpenUSD accelerate safe, scalable autonomous vehicle development by enabling simulation-first approaches. Editor’s note: This blog is a part of Into the Omniverse, a series focused on how developers, 3D practitioners and enterprises can transform their