Jong Gwang Kim

Statement

I work as an architectural designer on housing redevelopment projects, and I studied deep learning on BIM graphs during my master's. While training classification models, I ran into a shortage of real BIM training data. I tried to fill it with synthetic datasets, and found that models trained on synthetic BIM often fail to transfer to real buildings. My current research measures where and why this gap occurs, using pre-registered experiments. I am interested in making synthetic construction data that can be trusted across the building lifecycle, from design to construction.