Smart privacy-preserving 3D reconstruction and camera localization (Mar 2022 - Feb 2025)

• We are developing core algorithms for 3D reconstruction and camera localization that can address user's privacy concerns.

• Keywords: privacy-preserving, camera localization, reconstruction

• Supporting institution: National Research Foundation of Korea (NRF)

• Project type: 우수신진연구

• 2 international papers accepted

• 1 US patent submitted

• 3 domestic patent submitted

Continual Learning and Data Augmentation for Anomaly Detection (Mar 2022 - Feb 2025)

• The goal is to adopt a continual learning approach for data augmentation of defect patterns in semiconductor wafers.

• Keywords: anomaly detection, semiconductor, continual learning

• Supporting institution: Samsung Electronics DS

• Project type: 산학협력

• 1 US patent submitted

• 1 domestic patent submitted

• 2 domestic papers accepted

Physics-Informed Neural Networks for Blood Flow Estimation
(Jun 2022 - Feb 2029)

• The aim of the project is to create a mixed-reality (MR) platform for calculating smart hemodynamics index in real-time to support patients with cardiovascular diseases.

• Keywords: physics implied neural network (PINN), gesture recognition

• Supporting institution: National Research Foundation of Korea (NRF)

• Project type: 선도연구센터

• 1 domestic patent submitted

File Fragment Identification and Recovery (Nov 2022 - Feb 2028)

• This project comprises developing an algorithm for type classification of data sent from geostationary satellites. It involves byte-data augmentation using transformers.

• Keywords: visual data augmentation, transformer, cross-attention

• Supporting institution: Korea Research Institute for Defense Technology (KRIT)

• Project type: 특화연구실

• 1 international paper accepted

• 1 domestic patent submitted

Anomaly Detection for Industrial Smart Factory (Jan 2023 - Dec 2026)

• The project is aimed towards developing an accurate algorithm for image-based anomaly detection algorithm that can be applied across a range of different products.

• Keywords: unsupervised anomaly detection

• Supporting institution: Korea Evaluation Institute of Industrial Technology (KEIT)

• Project type: 산업기술거점센터육성시범사업

• 2 domestic patents submitted

AI for Design of Vehicles (Apr 2022 - Apr 2023)

• The goal is to design a network that can detect changes in vehicle design just by looking at the cross-section of rear air flow.

• Keywords: vorticity, learning from unbalanced limited data

• Supporting institution: Hyundai NGV & Hanyang AI Research Institute

• 1 domestic paper accepted

Sketch-based person recognition (Sep 2021 - Dec 2021)

• Developed a method for accurately recognizing people from their sketches, thereby reducing burdens for police officers.

• Keywords: transfer learning, domain adaptation,
  face recognition

• Supporting institution: AI & Robotics Institute @ KIST

Advanced Integrated Intelligence for Identification (AIID)
(Jul 2018 - Jul 2021)

• Developed face frontalization and face-masking pipelines for robust face recognition

• Related publication: ICIP 2021