Current Research Projects

Improving Generalization and Reliability of Any Deep Neural Networks (10/2018 ~ 09/2020) (PI)
Funded by Google

Exploiting Temporal Locality in CNN-RNN Architectures (09/2018 ~ 06/2020) (PI)
Funded by Samsung Electronics

Human-Inspired Large Scale Visual Recognition System (12/2015 ~ 01/2022) (PI)
Funded by Samsung Electronics

Deep Neural Reasoning from Massive Text Data (09/2019 ~ 08/2020) (PI)
Funded by Samsung Electronics

Active Learning for Explainable AI (11/2019 ~ 10/2020) (PI)
Funded by SIA

Adaptive Machine Learning Technology Development for Intelligent Autonomous Digital Companion (01/2018 ~ 08/2020) (Collaborator)
Funded by Institution for Information & Communications & Technology Promotion (IITP)

Massive Machine Learning – KAIST MARS AI Integrated Research Center (08/2018 ~ 02/2024) (co-PI)
Funded by National Research Foundation

Advanced AI Research Center for National Defense (12/2019 ~ 12/2022) (co-PI)
Funded by Agency for Defense Development

Explainable Artificial Intelligence – Next Generation Artificial Intelligence (08/2017 ~ 07/2021) (co-PI)
Funded by Institution for Information & Communications & Technology Promotion (IITP)

Efficient Large-Scale Deep Learning – Neural Research Processing Center (11/2017 ~ 10/2020) (Collaborator)
Funded by Samsung Electronics

Petaflop-Scale Machine Learning Framework – Next Generation High-Performance Computing (11/2016 ~ 07/2021) (co-PI)
Funded by National Research Foundation

Completed Research Projects

Deep-Learning Based Survivor Detection System for Unmanned Aerial Vehicles (09/2016 ~ 03/2019) (PI)
Funded by National Research Foundation

Semantic-Based Interactive Learning System for Visual Recognition (11/2015 ~ 10/2018) (PI)
Funded by National Research Foundation

Affective Conversational Agents (5/2017 ~ 09/2018) (PI)
Funded by Naver

Semantic and Contextual Dialogue Generation Using Generative Adversarial Networks (04/2017 ~ 12/2017) (PI)
Funded by SKT

Multitask Deep Learning Models for Disease Prediction from Electronic Health Records (04/2017 ~ 12/2017) (PI)
Funded by AItrics

Incremental Learning for Object Detection, Pose Estimation, and Object Trajectory Estimation (09/2016 ~ 08/2017) (PI)
Funded by Hyundai Motor Company

Automatic Vibration Analysis using Deep Learning (07/2016 ~ 03/2017) (PI)
Funded by Hyundai Motor Company

Simultaneous Object/Scene Recognition and Learning from Driving Videos (12/2015 ~ 05/2016) (PI)
Funded by Hyundai Motor Company

Hazard/Accident Prediction and Evasion System Leveraging Big Data (12/2015 ~ 05/2016) (PI)
Funded by Hyundai Motor Company