Learn about groundbreaking developments in On-Sensor AI technology through this 22-minute conference talk from SK TECH SUMMIT 2022. Discover how SK Hynix combines image sensors with deep learning to create innovative customer value, exploring the integration of AI semiconductors. Follow the journey of implementing features like 'Always On' display maintenance and image quality enhancement through 'Demosaicing', while addressing the challenge of running complex deep learning models on sensors. Gain insights into hardware-aware deep learning ultra-lightweight optimization techniques developed over a year of research, enabling AI model operation within image sensor-embedded semiconductors. Presented by Je Hyun-woo, a Data Scientist at SK Hynix with extensive experience in AI platforms and digital transformation, who now focuses on deep learning optimization for Intelligent CIS (CMOS Image Sensor) development.
Overview
Syllabus
[SK TECH SUMMIT 2022] Journey: 이미지 센서에 딥러닝 모델을 돌돌 말아 툭 집어넣는 법
Taught by
SK AI SUMMIT 2024