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Revolutionizing Smart Glasses with Ultra-Efficient AI Algorithms

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Manage episode 443893089 series 3574631
Inhoud geleverd door EDGE AI FOUNDATION. Alle podcastinhoud, inclusief afleveringen, afbeeldingen en podcastbeschrijvingen, wordt rechtstreeks geüpload en geleverd door EDGE AI FOUNDATION of hun podcastplatformpartner. Als u denkt dat iemand uw auteursrechtelijk beschermde werk zonder uw toestemming gebruikt, kunt u het hier beschreven proces https://nl.player.fm/legal volgen.

Unlock the secrets of ultra-efficient AI with Julian Musman from ETH Zurich, as we explore the cutting-edge world of smart glasses. Discover how Julian and his team have mastered the art of deploying powerful AI algorithms on the tiniest of devices, tackling the monumental challenge of performing object detection on microcontrollers. Tainissimo YOLO, a breakthrough network, is not just a marvel of engineering but a testament to the balance between computational power, network size, and battery life, revolutionizing the way smart glasses operate without relying on the cloud.
Join us as we unpack the hardware innovations behind these intelligent glasses, featuring components like the NRF53 microcontroller and the GAP9 neural engine, meticulously designed for energy efficiency and high-speed performance. With an astonishing end-to-end latency of 18 frames per second, these glasses promise all-day functionality on a single charge. Julian sheds light on the intricate harmony of PCB design and neural network architecture and explores the potential of advanced convolutional changes, all while emphasizing the strategic choice to remain loyal to traditional networks for unmatched performance with hardware accelerators. Get ready for an insightful journey into the future of AI-powered wearable technology!

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Learn more about the EDGE AI FOUNDATION - edgeaifoundation.org

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Hoofdstukken

1. Revolutionizing Smart Glasses with Ultra-Efficient AI Algorithms (00:00:00)

2. Ultra-Efficient Object Detection for Smart Glasses (00:00:04)

3. Smart Glasses Hardware and Inference Optimization (00:14:49)

4. Model Architecture and Hardware Integration (00:26:30)

33 afleveringen

Artwork
iconDelen
 
Manage episode 443893089 series 3574631
Inhoud geleverd door EDGE AI FOUNDATION. Alle podcastinhoud, inclusief afleveringen, afbeeldingen en podcastbeschrijvingen, wordt rechtstreeks geüpload en geleverd door EDGE AI FOUNDATION of hun podcastplatformpartner. Als u denkt dat iemand uw auteursrechtelijk beschermde werk zonder uw toestemming gebruikt, kunt u het hier beschreven proces https://nl.player.fm/legal volgen.

Unlock the secrets of ultra-efficient AI with Julian Musman from ETH Zurich, as we explore the cutting-edge world of smart glasses. Discover how Julian and his team have mastered the art of deploying powerful AI algorithms on the tiniest of devices, tackling the monumental challenge of performing object detection on microcontrollers. Tainissimo YOLO, a breakthrough network, is not just a marvel of engineering but a testament to the balance between computational power, network size, and battery life, revolutionizing the way smart glasses operate without relying on the cloud.
Join us as we unpack the hardware innovations behind these intelligent glasses, featuring components like the NRF53 microcontroller and the GAP9 neural engine, meticulously designed for energy efficiency and high-speed performance. With an astonishing end-to-end latency of 18 frames per second, these glasses promise all-day functionality on a single charge. Julian sheds light on the intricate harmony of PCB design and neural network architecture and explores the potential of advanced convolutional changes, all while emphasizing the strategic choice to remain loyal to traditional networks for unmatched performance with hardware accelerators. Get ready for an insightful journey into the future of AI-powered wearable technology!

Send us a text

Support the show

Learn more about the EDGE AI FOUNDATION - edgeaifoundation.org

  continue reading

Hoofdstukken

1. Revolutionizing Smart Glasses with Ultra-Efficient AI Algorithms (00:00:00)

2. Ultra-Efficient Object Detection for Smart Glasses (00:00:04)

3. Smart Glasses Hardware and Inference Optimization (00:14:49)

4. Model Architecture and Hardware Integration (00:26:30)

33 afleveringen

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