Edge AI and Vision Alliance

Edge AI and Vision Insights: October 11, 2023 Edition

Edge AI and Vision Alliance, Newsletters /

TOOLSETS FOR EFFICIENT HETEROGENEOUS PROCESSING A New, Open-standards-based, Open-source Programming Model for All Accelerators As demand for AI grows, developers are attempting to squeeze more and more performance from accelerators. Ideally, developers would choose the accelerators best suited to their applications. Unfortunately, today many developers are locked into limited hardware choices because they use proprietary […]

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“Advanced Presence Sensing: What It Means for the Smart Home,” a Presentation from Omdia

Algorithms & Models, Edge AI and Vision Alliance, Face Detection, Face Recognition, Object Identification, Object Tracking, Processors, Security, Sensors and Cameras, Software, Summit 2023, Tools, Videos /

Jack Narcotta, Principal Analyst for the Smart Home at Omdia, presents the “Advanced Presence Sensing: What It Means for the Smart Home” tutorial at the May 2023 Embedded Vision Summit. Eventually, homes will become highly autonomous—powered by ubiquitous, connected, intelligent devices (sometimes referred to as ambient computing)—but this remains a distant vision. In the meantime,

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“Tracking and Fusing Diverse Risk Factors to Drive a SAFER Future,” a Presentation from Nauto

Algorithms & Models, Automotive, Edge AI and Vision Alliance, Object Identification, Object Tracking, Sensors and Cameras, Software, Summit 2023, Tools, Videos /

Yoav Banin, Chief Product and Business Development Officer, and Tahmida Mahmud, Engineering Manager for Perception, both of Nauto, presents the “Tracking and Fusing Diverse Risk Factors to Drive a SAFER Future” tutorial at the May 2023 Embedded Vision Summit. Unless you’re a gang member or drug addict, driving is your top risk. But which risks

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“MIPI CSI-2 Image Sensor Interface Standard Features Enable Efficient Embedded Vision Systems,” a Presentation from the MIPI Alliance

Edge AI and Vision Alliance, Sensors and Cameras, Summit 2023, Videos /

Haran Thanigasalam, Camera and Imaging Consultant to the MIPI Alliance, presents the “MIPI CSI-2 Image Sensor Interface Standard Features Enable Efficient Embedded Vision Systems” tutorial at the May 2023 Embedded Vision Summit. As computer vision applications continue to evolve rapidly, there’s a growing need for a smarter standardized interface connecting multiple image sensors to processors

“MIPI CSI-2 Image Sensor Interface Standard Features Enable Efficient Embedded Vision Systems,” a Presentation from the MIPI Alliance Read More +

“Introduction to the CSI-2 Image Sensor Interface Standard,” a Presentation from the MIPI Alliance

Edge AI and Vision Alliance, Sensors and Cameras, Summit 2023, Videos /

Haran Thanigasalam, Camera and Imaging Consultant to the MIPI Alliance, presents the “Introduction to the MIPI CSI-2 Image Sensor Interface Standard” tutorial at the May 2023 Embedded Vision Summit. By taking advantage of select features in standardized interfaces, vision system architects can help reduce processor load, cost and power consumption while gaining flexibility to source

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“Practical Approaches to DNN Quantization,” a Presentation from Magic Leap

Algorithms & Models, Edge AI and Vision Alliance, Software, Summit 2023, Tools, Videos /

Dwith Chenna, Senior Embedded DSP Engineer for Computer Vision at Magic Leap, presents the “Practical Approaches to DNN Quantization” tutorial at the May 2023 Embedded Vision Summit. Convolutional neural networks, widely used in computer vision tasks, require substantial computation and memory resources, making it challenging to run these models on resource-constrained devices. Quantization involves modifying

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“Optimizing Image Quality and Stereo Depth at the Edge,” a Presentation from John Deere

Algorithms & Models, Edge AI and Vision Alliance, Object Identification, Object Tracking, Processors, Robotics, Sensors and Cameras, Software, Summit 2023, Tools, Videos /

Travis Davis, Delivery Manager in the Automation and Autonomy Core, and Tarik Loukili, Technical Lead for Automation and Autonomy Applications, both of John Deere, present the “Reinventing Smart Cities with Computer Vision” tutorial at the May 2023 Embedded Vision Summit. John Deere uses machine learning and computer vision (including stereo vision) for challenging outdoor applications

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“Using a Collaborative Network of Distributed Cameras for Object Tracking,” a Presentation from Invision AI

Algorithms & Models, Edge AI and Vision Alliance, Object Identification, Object Tracking, Security, Sensors and Cameras, Software, Summit 2023, Videos /

Samuel Örn, Team Lead and Senior Machine Learning and Computer Vision Engineer at Invision AI, presents the “Using a Collaborative Network of Distributed Cameras for Object Tracking” tutorial at the May 2023 Embedded Vision Summit. Using multiple fixed cameras to track objects requires a careful solution design. To enable scaling the number of cameras, the

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“A Survey of Model Compression Methods,” a Presentation from Instrumental

Algorithms & Models, Edge AI and Vision Alliance, Software, Summit 2023, Tools, Videos /

Rustem Feyzkhanov, Staff Machine Learning Engineer at Instrumental, presents the “Survey of Model Compression Methods” tutorial at the May 2023 Embedded Vision Summit. One of the main challenges when deploying computer vision models to the edge is optimizing the model for speed, memory and energy consumption. In this talk, Feyzkhanov provides a comprehensive survey of

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“Reinventing Smart Cities with Computer Vision,” a Presentation from Hayden AI

Algorithms & Models, Automotive, Edge AI and Vision Alliance, Object Identification, Object Tracking, Optical Character Recognition, Processors, Security, Sensors and Cameras, Software, Summit 2023, Tools, Videos /

Vaibhav Ghadiok, Co-founder and CTO of Hayden AI, presents the “Reinventing Smart Cities with Computer Vision” tutorial at the May 2023 Embedded Vision Summit. Hayden AI has developed the first AI-powered data platform for smart and safe city applications such as traffic enforcement, parking and asset management. In this talk, Ghadiok presents his company’s privacy-preserving

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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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