Edge AI and Vision Alliance

Edge AI and Vision Insights: October 1, 2025

Edge AI and Vision Alliance, Newsletters /

OPTIMIZING DEEP LEARNING MODEL EFFICIENCY Quantization Techniques for Efficient Deployment of Large Language Models: A Comprehensive Review The deployment of large language models (LLMs) in resource-constrained environments is challenging due to the significant computational and memory demands of these models. To address this challenge, various quantization techniques have been proposed to reduce the model’s resource […]

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“Developing a GStreamer-based Custom Camera System for Long-range Biometric Data Collection,” a Presentation from Oak Ridge National Laboratory

Algorithms & Models, Edge AI and Vision Alliance, Sensors and Cameras, Software, Summit 2025, Tools, Videos /

Gavin Jager, Researcher and Lab Space Manager at Oak Ridge National Laboratory, presents the “Developing a GStreamer-based Custom Camera System for Long-range Biometric Data Collection” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Jager describes Oak Ridge National Laboratory’s work developing software for a custom camera system… “Developing a GStreamer-based Custom Camera

“Developing a GStreamer-based Custom Camera System for Long-range Biometric Data Collection,” a Presentation from Oak Ridge National Laboratory Read More +

“Sensors and Compute Needs and Challenges for Humanoid Robots,” a Presentation from Agility Robotics

Algorithms & Models, Edge AI and Vision Alliance, Memory, Processors, Robotics, Sensors and Cameras, Software, Tools, Videos /

Vlad Branzoi, Perception Sensors Team Lead at Agility Robotics, presents the “Sensors and Compute Needs and Challenges for Humanoid Robots” tutorial at the September 2025 Edge AI and Vision Innovation Forum.

“Sensors and Compute Needs and Challenges for Humanoid Robots,” a Presentation from Agility Robotics Read More +

“Scaling Artificial Intelligence and Computer Vision for Conservation,” a Presentation from The Nature Conservancy

Algorithms & Models, Edge AI and Vision Alliance, Sensors and Cameras, Software, Summit 2025, Tools, Videos /

Matt Merrifield, Chief Technology Officer at The Nature Conservancy, presents the “Scaling Artificial Intelligence and Computer Vision for Conservation” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Merrifield explains how the world’s largest environmental nonprofit is spearheading projects to scale the use of edge AI and vision… “Scaling Artificial Intelligence and Computer

“Scaling Artificial Intelligence and Computer Vision for Conservation,” a Presentation from The Nature Conservancy Read More +

“A Lightweight Camera Stack for Edge AI,” a Presentation from Meta

Algorithms & Models, Edge AI and Vision Alliance, Sensors and Cameras, Software, Summit 2025, Tools, Videos /

Jui Garagate, Camera Software Engineer, and Karthick Kumaran, Staff Software Engineer, both of Meta, co-present the “Lightweight Camera Stack for Edge AI” tutorial at the May 2025 Embedded Vision Summit. Electronic products for virtual and augmented reality, home robots and cars deploy multiple cameras for computer vision and AI use… “A Lightweight Camera Stack for

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“Unlocking Visual Intelligence: Advanced Prompt Engineering for Vision-language Models,” a Presentation from LinkedIn Learning

Algorithms & Models, Edge AI and Vision Alliance, Multimodal, Software, Summit 2025, Tools, Videos /

Alina Li Zhang, Senior Data Scientist and Tech Writer at LinkedIn Learning, presents the “Unlocking Visual Intelligence: Advanced Prompt Engineering for Vision-language Models” tutorial at the May 2025 Embedded Vision Summit. Imagine a world where AI systems automatically detect thefts in grocery stores, ensure construction site safety and identify patient… “Unlocking Visual Intelligence: Advanced Prompt

“Unlocking Visual Intelligence: Advanced Prompt Engineering for Vision-language Models,” a Presentation from LinkedIn Learning Read More +

“Deploying Accelerated ML and AI: The Role of Khronos Open Standards,” a Presentation from the Khronos Group

Algorithms & Models, Edge AI and Vision Alliance, NVIDIA, Software, Summit 2025, Tools, Videos /

Neil Trevett, President of the Khronos Group and Vice President of Developer Ecosystems at NVIDIA, presents the “Deploying Accelerated ML and AI: The Role of Khronos Open Standards” tutorial at the May 2025 Embedded Vision Summit. Accelerating machine learning and AI workloads often requires specialized hardware, but managing compatibility across… “Deploying Accelerated ML and AI:

“Deploying Accelerated ML and AI: The Role of Khronos Open Standards,” a Presentation from the Khronos Group Read More +

“Scaling Computer Vision at the Edge,” a Presentation from Invisible AI

Algorithms & Models, Edge AI and Vision Alliance, Software, Summit 2025, Tools, Videos /

Eric Danziger, CEO of Invisible AI, presents the “Scaling Computer Vision at the Edge” tutorial at the May 2025 Embedded Vision Summit. In this presentation, Danziger introduces a comprehensive framework for scaling computer vision systems across three critical dimensions: capability evolution, infrastructure decisions and deployment scaling. Today’s leading-edge vision systems… “Scaling Computer Vision at the

“Scaling Computer Vision at the Edge,” a Presentation from Invisible AI Read More +

“Scaling Machine Learning with Containers: Lessons Learned,” a Presentation from Instrumental

Algorithms & Models, Edge AI and Vision Alliance, Software, Summit 2025, Tools, Videos /

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:

“Scaling Machine Learning with Containers: Lessons Learned,” a Presentation from Instrumental Read More +

“Vision-language Models on the Edge,” a Presentation from Hugging Face

Algorithms & Models, Edge AI and Vision Alliance, Multimodal, Software, Summit 2025, Tools, Videos /

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,”

“Vision-language Models on the Edge,” a Presentation from Hugging Face Read More +

Here you’ll find a wealth of practical technical insights and expert advice to help you bring AI and visual intelligence into your products without flying blind.

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