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Revolutionizing Smart Glasses with Ultra-Efficient AI Algorithms
Manage episode 443893089 series 3574631
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!
Learn more about the EDGE AI FOUNDATION - edgeaifoundation.org
章
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)
23 つのエピソード
Manage episode 443893089 series 3574631
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!
Learn more about the EDGE AI FOUNDATION - edgeaifoundation.org
章
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)
23 つのエピソード
すべてのエピソード
×1 Panel Discussion - EDGE AI TAIPEI - Revolutionizing Edge Computing with AI-Driven Innovations 58:42
1 Revolutionizing Edge Devices with Energy-Efficient Generative AI Techniques 50:19
1 Transforming Edge AI Education: Insights from Harvard's Dr. Vijay Janapa Reddi 59:56
1 Recap of the "Beyond Chatbots - The Journey of Generative AI to the Edge" 8:31
1 Crafting Artistic Images with Embedded AI with Alberto Ancilotto of FBK 31:30
1 Revolutionizing Software Development with GenAI-Powered Edge Solutions with Anirban Bhattacharjee of Wipro 28:43
1 Tomorrow's Edge AI: Cutting-Edge Memory Optimization for Large Language Models with Seonyeong Heo of Kyung Hee University 30:29
1 Revolutionizing Automotive AI with Small Language Models with Alok Ranjan of BOSCH 31:59
1 From tinyML to the edge of AI: Introducing the EDGE AI FOUNDATION 14:09
1 Unveiling the Technological Breakthroughs of ExecuTorch with Meta's Chen Lai 31:24
1 Revolutionizing TinyML: Integrating Large Language Models for Enhanced Efficiency 27:06
1 Harnessing Edge AI: Transforming Industries with Advanced Transformer Models with Dave McCarthy of IDC and Pete Bernard of tinyML Foundation 33:53
1 Transforming the Edge with Generative AI: Unraveling Innovations Beyond Chatbots with Danilo Pau, IEEE Fellow from STMicroelectronics 6:47
1 Revolutionizing Weather Forecasting with Acoustic Smart Technology 25:04
1 Revolutionizing Nano-UAV Technology with Cutting-Edge On-Device Learning Strategies 21:57
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