[Visual Perception Team, AI Center, Samsung Research]Generative AI research (Diffusion models, GANs, ...)

• Image manipulation/inpainting with Generative Adversarial Networks (GANs)• Real-time object 6D pose estimation/tracking and 3D reconstruction• Novel view synthesis using image-based rendering with 360 images for large-scale 6-DoF virtual reality system• Deep Learning-based peripheral vision system for immersive visual experiences for extended display application

• Conducting Image/video analysis using deep learning to detect abnormal activities of human in CCTV• Generating video data from graphical simulation of game engine

• Conducted research about game data mining and AI • Designed an imitation learning system to imitate human player’s behavior on RTS games using case-based reasoning • Researched game replay data mining to predict player’s strategy using machine learning algorithms• Analyzed the effect of uncertain data for prediction model of RTS game strategy using machine learning• Researched game replay data mining to design game AI bot that can adapt enemy’s strategy using feature-expanded decision tree• Developed an RTS game AI bot using potential field, navigation system, expert system, and planning

• Managed four other TAs as a chief TA for C language class • Developed C language assignment problems, answered students' questions, and marked tests

• Conducted file management of uploaded videos and monitored illegal media contents uploading

Apple Education Value Added Reseller (http://comitsoft.co.kr)• Configured and arranged a computer system in lecture rooms at universities• Assisted sales marketing