Sensor Systems with Integrated Deep Learning

Dec 22, 2019

To maximize the performance and efficiency of deep learning based data processing, we are currently exploring sensor platform design optimized for deep learning by leveraging the interactions between a sensor platform and a DNN.

MM ML HW
Jong Hwan Ko (고종환)
Jong Hwan Ko (고종환)
Associate Professor

Publications

[C99] A Neural-Feedback-Driven Event Camera for Robust and Efficient Vision Processing
ISLPED 2026 (BK 인정 우수학회)
Project ISLPED
[C99] A Neural-Feedback-Driven Event Camera for Robust and Efficient Vision Processing
[C96] EventGuard: Sparsity-Aware In-Sensor Denoising for Frame-Based Event Vision Sensors
CVPR EVW Workshop 2026
Project EVW Workshop
[C96] EventGuard: Sparsity-Aware In-Sensor Denoising for Frame-Based Event Vision Sensors
[C95] All-Digital Event-based Vision Sensor with Scene Adaptive Power-Saving Pixels and Three-Layer Neural Network for Object Detection
VLSI 2026
Project VLSI
[C95] All-Digital Event-based Vision Sensor with Scene Adaptive Power-Saving Pixels and Three-Layer Neural Network for Object Detection
[C89] In-Sensor Denoising Using SNN for Frame-based Event Vision Sensor
ICCE-ASIA 2025
Project ICCE-ASIA
[C89] In-Sensor Denoising Using SNN for Frame-based Event Vision Sensor
[J25] Data-Driven Design of Electrically Conductive Nanocomposite Materials: A Case Study of Acrylonitrile–Butadiene–Styrene/Carbon Nanotube Binary Composites
Advanced Intelligent Systems 2023 (JCR top 10%)
Project
[J25] Data-Driven Design of Electrically Conductive Nanocomposite Materials: A Case Study of Acrylonitrile–Butadiene–Styrene/Carbon Nanotube Binary Composites
[J22] Micro-ultrasonic Assessment of Early Stage Clot Formation and Whole Blood Coagulation Using an All-Optical Ultrasound Transducer and an Adaptive Signal Processing Algorithm
ACS Sensors 2022 (IF 9.618, JCR top 10%)
Project DOI
[J22] Micro-ultrasonic Assessment of Early Stage Clot Formation and Whole Blood Coagulation Using an All-Optical Ultrasound Transducer and an Adaptive Signal Processing Algorithm
[J19] Epidermal Piezoresistive Structure with Deep Learning-Assisted Data Translation
Nature Partner Journals Flexible Electronics 2022 (IF 12.019, JCR top 1%)
Project NPJ
[J19] Epidermal Piezoresistive Structure with Deep Learning-Assisted Data Translation
[J8] CAMEL: An Adaptive Camera with Embedded Machine Learning Based Sensor Parameter Control
IEEE JETCAS 2019
Project IEEE Xplore
[J8] CAMEL: An Adaptive Camera with Embedded Machine Learning Based Sensor Parameter Control
[C24] A Camera with Brain–Embedding Machine Learning in 3D Sensors
DATE 2019 (BK 인정 우수학회)
Project IEEE Explore DATE_2019
[C24] A Camera with Brain–Embedding Machine Learning in 3D Sensors
[J6] 3-D Stacked Image Sensor With Deep Neural Network Computation
IEEE Sensors-J 2018
Project IEEE Xplore
[J6] 3-D Stacked Image Sensor With Deep Neural Network Computation
[J5] An Energy-Quality Scalable Wireless Image Sensor Node for Object-Based Video Surveillance
IEEE JETCAS 2018
Project Project IEEE Xplore
[J5] An Energy-Quality Scalable Wireless Image Sensor Node for Object-Based Video Surveillance
[C15] The CAMEL approach to stacked sensor smart cameras
DATE 2018 (BK 인정 우수학회)
Project IEEE Explore DATE_2018
[C15] The CAMEL approach to stacked sensor smart cameras