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Object Identification Functions

“Item Recognition in Retail,” a Presentation from 7-Eleven

Sumedh Datar, Senior Machine Learning Engineer at 7-Eleven, presents the “Item Recognition in Retail” tutorial at the May 2023 Embedded Vision Summit. Computer vision has vast potential in the retail space. 7-Eleven is working on fast frictionless checkout applications to better serve customers. These solutions range from faster checkout systems… “Item Recognition in Retail,” a

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“Lessons Learned in Developing a High-volume, Vision-enabled Coffee Maker,” an Interview with Keurig Dr Pepper

Jason Lavene, Director of Advanced Development Engineering at Keurig Dr Pepper, talks with Jeff Bier, Founder of the Edge AI and Vision Alliance, for the “Lessons Learned in Developing a High-volume, Vision-enabled Coffee Maker” interview at the May 2023 Embedded Vision Summit. Why did Keurig Dr Pepper—a $12B beverage company—spend… “Lessons Learned in Developing a

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“Introduction to Semantic Segmentation,” a Presentation from Au-Zone Technologies

Sébastien Taylor, Vice President of Research and Development at Au-Zone Technologies, presents the “Introduction to Semantic Segmentation” tutorial at the May 2023 Embedded Vision Summit. Vision applications often rely on object detectors, which determine the nature and location of objects in a scene. But many vision applications require a different… “Introduction to Semantic Segmentation,” a

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Nota AI Demonstration of Revolutionizing Intelligent Transportation Systems with Nota ITS

YooChan Kim, Product Marketing Manager at Nota America Inc., demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Kim demonstrates Nota ITS, a lightweight AI model-based approach for traffic analysis and revolutionizing intelligent transportation systems. Nota ITS includes AI Traffic Cameras, AI Traffic Signal Control, AI

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Mean Average Precision (mAP): Common Definition, Myths and Misconceptions

This blog post was originally published at Tenyks’ website. It is reprinted here with the permission of Tenyks. We break down and demystify common object detection metrics, including mean average precision (mAP) and mean average recall (mAR). ‍This is Part 1 of our Tenyks Series on Object Detection Metrics. This post provides insights into how

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Network Optix Demonstration of Its Desktop Client, Harnessing Open Source for Custom Solutions

Sergey Yuldashev, Platform Engagement Director at Network Optix, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Yuldashev demonstrates Network Optix’ acclaimed desktop client. Known as the foundation of one of the world’s leading Video Management Systems (VMS) for the past decade, Network Optix took a

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Network Optix Demonstration of Its NX Platform for Empowering Video-focused Applications

Darren Odom, Senior Director of Platform Business Development at Network Optix, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Odom demonstrates Network Optix’ NX platform. Designed to serve as a foundation for building video-focused software as a service applications, the NX platform has already been

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Network Optix Demonstration of Its Solution for Navigating the Video Infrastructure in the Era of AI

Darren Odom, Senior Director of Platform Business Development at Network Optix, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Odom demonstrates Network Optix’ robust edge-to-cloud platform. Offering a comprehensive solution for video infrastructure, this platform makes efficient use of small processors, thus making it an

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Lattice Semiconductor Demonstration of Object Classification Running on Avant FPGAs

Patrick Bednarski, Software Engineer at Lattice Semiconductor, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Bednarski demonstrates object classification running on Lattice Semiconductor’s Avant FPGAs. Avant is the latest family of mid-range FPGAs from Lattice Semiconductor, optimized for edge processing. In the demo, a video

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Hailo Demonstration of Smart Cameras for Intelligent Transportation Systems

Yaniv Iarovici, Head of Business Development at Hailo, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Iarovici demonstrates Hailo’s AI capabilities for smart cameras in intelligent transportation systems (ITS). Iarovici demonstrates various smart cameras which perform advanced video analytics for license plate recognition and other

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Improve Accuracy and Robustness of Vision AI Apps with Vision Transformers and NVIDIA TAO

This blog post was originally published at NVIDIA’s website. It is reprinted here with the permission of NVIDIA. Vision Transformers (ViTs) are taking computer vision by storm, offering incredible accuracy, robust solutions for challenging real-world scenarios, and improved generalizability. The algorithms are playing a pivotal role in boosting computer vision applications and NVIDIA is making

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Hailo Demonstration of Art of Logic’s Video Management System

Yaniv Iarovici, Head of Business Development at Hailo, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Iarovici demonstrates a powerful, complete video management system (VMS) solution for public safety and security. The VMS leverages the Samurai Detect video analytics application developed by Hailo’s software partner,

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DeGirum Demonstration of Efficient Pipelining of Multiple Models Using DeGirum PySDK

Shashi Chilappagari, Co-Founder and Chief Architect of DeGirum, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Chilappagari demonstrates DeGirum’s hardware (ORCA) and software (PySDK). Chilappagari demonstrates PYSDK’s ability to pipeline multiple machine learning models by showcasing a use case in which the output of one

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DeGirum Demonstration of Running Multiple Object Detection Models in Parallel on DeGirum ORCA

Shashi Chilappagari, Co-Founder and Chief Architect of DeGirum, demonstrates the company’s latest edge AI and vision technologies and products at the 2023 Embedded Vision Summit. Specifically, Chilappagari demonstrates DeGirum’s hardware (ORCA) and software (PySDK). Chilappagari demonstrates a use case in which three YOLOv5-based object detection models (hand detection, face detection, and person detection) are running

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