Videos

Nota AI Demonstration of LLM Acceleration on Mobilint NPU, Optimized with NetsPresso®

Thibault Castells, Research Engineer at Nota AI, demonstrates the company’s latest edge AI technologies at the 2026 Embedded Vision Summit. Specifically, he demonstrates Qwen3-4B running as a real-time LLM Coding Assistant entirely on Mobilint MLA100 NPU, optimized with NetsPresso®. Achieving 179–478ms Time to First Token and 8.5–10.8 tokens per second, the demo proves that high-performance […]

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Nota AI Demonstration of VLA Robotics on Dragonwing, Enhanced by NetsPresso®

Thibault Castells, Research Engineer at Nota AI, demonstrates the company’s latest edge AI and vision technologies at the 2026 Embedded Vision Summit. Specifically, he demonstrates VLA optimization on Qualcomm Dragonwing™ IQ-9075, powered by NetsPresso®. Using an Action Head-only optimization approach, Nota AI achieves 7x faster Action Head speed (218ms → 31ms) and 1.6x faster end-to-end

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Nota AI Demonstration of NetsPresso® Agentic Optimization Platform

Thibault Castells, Research Engineer at Nota AI, demonstrates the company’s latest edge AI and vision technologies at the 2026 Embedded Vision Summit. Specifically, Castells demonstrates newly updated NetsPresso®, Nota AI’s AI model optimization platform, which now features an agentic optimization loop that automates the entire optimization pipeline. NetsPresso® supports optimization across edge and server environments,

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NAMUGA Demonstration of the Stella120 and 180 – Wide-Angle Solid-State LiDAR Modules

Arthur You, Global Sales Manager at NAMUGA, demonstrates the company’s LiDAR: Stella120 and 180 wide-angle solid-state LiDAR modules at the 2026 Embedded Vision Summit. The demonstration showcases long-range sensing capabilities, wide field-of-view coverage and high-resolution environmental perception enabled by NAMUGA’s solid-state LiDAR technology. Designed for next-generation robotics, smart mobility, and industrial automation applications, the modules

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NAMUGA Demonstration of Real-Time 3D Body Pose Tracking and Super Tele AF Module for Drones

Arthur You, Global Sales Manager at NAMUGA, demonstrates the company’s real-time 3D body pose solution powered by an RGB+iToF camera module, along with NAMUGA’s RGB camera module designed for drone applications, at the 2026 Embedded Vision Summit. The demonstration highlights accurate real-time human pose estimation using depth-enhanced vision technology, as well as high-performance imaging capabilities

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NAMUGA Demonstration of the Vicon Smart Access Control System

Arthur You, Global Sales Manager at NAMUGA, demonstrates the company’s Vicon Smart Access Control System at the 2026 Embedded Vision Summit. The solution combines advanced vision sensing and AI-powered recognition technologies to enable secure, convenient, and contactless access control. During the demonstration, You showcases real-time user authentication and intelligent access management capabilities, highlighting how the

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Secure Edge AI, High-Speed Vision and Power-Efficient Design With VectorBlox™

Microchip’s FPGA Engineer, Apurva Peri, shares the VectorBlox™ Accelerator SDK solution, which offers AI/ML Inference for PolarFire® FPGAs and SoCs. This software-based implementation enables AI deployment without reprogramming the FPGA, supports sparse networks using structured and unstructured compression and provides power-efficient inference and video pipelines delivering less than 5W power consumption. This Broad AI model

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Microchip Demonstrates Secure Edge AI Facial Recognition with Single-Camera Liveness Detection

Swapna Gurumani from Microchip’s Edge AI business unit demonstrates the company’s facial recognition with liveness detection solution at the 2026 Embedded Vision Summit. The demo shows how Microchip’s Edge AI technology enables secure, real-time identity verification using a single RGB camera and on-device processing. The solution combines facial recognition with liveness detection to help identify

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Microchip’s Demonstration of an SDI-to-HDMI® Cross-Converter on PolarFire FPGAs

Prakash Battu, Senior Manager of Design Engineering at Microchip, shares the company’s latest SDI-to-HDMI cross-converter solution. Built on PolarFire® FPGAs, the application supports dynamic rate switching and embedded audio across all SDI standards from 1.5G to 12G, and a standard HDMI IP for seamless interoperability. Because the design that delivers 2× better power efficiency, it

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Real-Time Vision-Language Inference on AMD Radeon™ iGPU Using ROCm™

This demonstration showcases a real-time vision-language inference pipeline running on an AMD Radeon™ integrated GPU, highlighting multimodal AI capabilities on power-efficient embedded platforms. The system processes live or recorded video streams and enables interactive question answering based on visual scene understanding. A lightweight Vision-Language Model (VLM) is deployed to jointly interpret visual inputs and natural

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