Software for Embedded Vision
“Scaling Machine Learning with Containers: Lessons Learned,” a Presentation from Instrumental
Rustem Feyzkhanov, Machine Learning Engineer at Instrumental, presents the “Scaling Machine Learning with Containers: Lessons Learned” tutorial at the May 2025 Embedded Vision Summit. In the dynamic world of machine learning, efficiently scaling solutions from research to production is crucial. In this presentation, Feyzkhanov explores the nuances of scaling machine… “Scaling Machine Learning with Containers:
PerCV.ai: How a Vision AI Platform and the STM32N6 can Turn Around an 80% Failure Rate for AI Projects
This blog post was originally published at STMicroelectronics’ website. It is reprinted here with the permission of STMicroelectronics. The vision AI platform PerCV.ai (pronounced Perceive AI), could be the secret weapon that enables a company to deploy an AI application when so many others fail. The solution from Irida Labs, a member of the ST
“Vision-language Models on the Edge,” a Presentation from Hugging Face
Cyril Zakka, Health Lead at Hugging Face, presents the “Vision-language Models on the Edge” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Zakka provides an overview of vision-language models (VLMs) and their deployment on edge devices using Hugging Face’s recently released SmolVLM as an example. He examines… “Vision-language Models on the Edge,”
OwLite Meets Qualcomm Neural Network: Unlocking On-device AI Performance
This blog post was originally published at SqueezeBits’ website. It is reprinted here with the permission of SqueezeBits. At SqueezeBits we have been empowering developers to efficiently deploy complex AI models while minimizing performance trade-offs with OwLite toolkit. With OwLite v2.5, we’re excited to announce official support for Qualcomm Neural Network (QNN) through seamless integration
“Vision LLMs in Multi-agent Collaborative Systems: Architecture and Integration,” a Presentation from Google
Niyati Prajapati, ML and Generative AI Lead at Google, presents the “Vision LLMs in Multi-agent Collaborative Systems: Architecture and Integration” tutorial at the May 2025 Embedded Vision Summit. In this talk, Prajapati explores how vision LLMs can be used in multi-agent collaborative systems to enable new levels of capability and… “Vision LLMs in Multi-agent Collaborative
Shifting AI Inference from the Cloud to Your Phone Can Reduce AI Costs
This blog post was originally published at Qualcomm’s website. It is reprinted here with the permission of Qualcomm. Every AI query has a cost, and not just in dollars. Study shows distributing AI workloads to your devices — such as your smartphone — can reduce costs and decrease water consumption What you should know: Study
“Building Agentic Applications for the Edge,” a Presentation from GMAC Intelligence
Amit Mate, Founder and CEO of GMAC Intelligence, presents the “Building Agentic Applications for the Edge” tutorial at the May 2025 Embedded Vision Summit. Along with AI agents, the new generation of large language models, vision-language models and other large multimodal models are enabling powerful new capabilities that promise to… “Building Agentic Applications for the
How to Use the RGB-D Mapping Feature of e-con Systems’ DepthVista ToF Camera
This blog post was originally published at e-con Systems’ website. It is reprinted here with the permission of e-con Systems. Learn how to leverage the RGB-D mapping feature of e-con Systems’ DepthVista ToF camera to align RGB and depth data for precise 3D vision applications. This step-by-step guide covers camera calibration, the role of intrinsic
“Enabling Ego Vision Applications on Smart Eyewear Devices,” a Presentation from EssilorLuxottica
Francesca Palermo, Research Principal Investigator at EssilorLuxottica, presents the “Enabling Ego Vision Applications on Smart Eyewear Devices” tutorial at the May 2025 Embedded Vision Summit. Ego vision technology is revolutionizing the capabilities of smart eyewear, enabling applications that understand user actions, estimate human pose and provide spatial awareness through simultaneous… “Enabling Ego Vision Applications on
LLiMa: SiMa.ai’s Automated Code Generation Framework for LLMs and VLMs for <10W
This blog post was originally published at SiMa.ai’s website. It is reprinted here with the permission of SiMa.ai. In our blog post titled “Implementing Multimodal GenAI Models on Modalix”, we describe how SiMa.ai’s MLSoC Modalix enables Generative AI models to be implemented for Physical AI applications with low latency and low power consumption. We implemented
“Introduction to Deep Learning and Visual AI: Fundamentals and Architectures,” a Presentation from eBay
Mohammad Haghighat, Senior Manager for CoreAI at eBay, presents the “Introduction to Deep Learning and Visual AI: Fundamentals and Architectures” tutorial at the May 2025 Embedded Vision Summit. This talk provides a high-level introduction to artificial intelligence and deep learning, covering the basics of machine learning and the key concepts of deep learning. Haghighat explores
Why Synthetic Data Is Shaping the Future of Computer Vision
This blog post was originally published at Geisel Software’s Symage website. It is reprinted here with the permission of Geisel Software. The future of “seeing” Synthetic data solves data bottlenecks: It reduces the time and cost of collecting and labeling data—particularly rare edge cases—which often consume the majority of AI development time. Complex scenes remain
“Deep Sentinel: Lessons Learned Building, Operating and Scaling an Edge AI Computer Vision Company,” a Presentation from Deep Sentinel
David Selinger, CEO of Deep Sentinel, presents the “Deep Sentinel: Lessons Learned Building, Operating and Scaling an Edge AI Computer Vision Company” tutorial at the May 2025 Embedded Vision Summit. Deep Sentinel’s edge AI security cameras stop some 45,000 crimes per year. Unlike most security camera systems, they don’t just… “Deep Sentinel: Lessons Learned Building,
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
