Chaemin Hwang
Undergraduate Student · Yonsei University
I am an undergraduate student at Yonsei University, majoring in Sociology with a minor in Applied Statistics.
My research goal is to develop human-centric AI — leveraging
computer vision and machine learning to address real-world social challenges.
Toward this, I am also interested in Trustworthy AI,
focusing on fairness and explainability.
Education
Advanced Major in AI Convergence
GPA: 3.90 / 4.30
Research Experience
Topic: Human-Centric Trajectory Prediction incorporating Social Science Theories
Topic: Personalized Domain Generalization in Non-IID Federated Learning
Topic: Research on Adolescents' Social Relationships and Mental Health
Projects
Improving a dog body length estimation model. Based on pose estimation and depth estimation models, we improve 2d-to-3d transformation with camera intrinsic parameters.
Due to security issues, the materials cannot be disclosed.
Generating a memorial pet content for owners grieving the loss of their pets. We utilize Stable Diffusion with ControlNet and LLaMA fine-tuned with LoRA.
Our code is available here.
Developing a lightweight model (under 500MB) for recognizing emotions from speaker's voice data, focusing on feature augmentation through analyzing high-frequency details.
Due to security issues, the materials cannot be disclosed.
Conducting restaurant review sentiment analysis by fine-tuning KoELECTRA and generating summaries using the GPT API. We deploy the results through a web-based interface.
Our code is available here.
Developing a review archiving service for campus performance clubs to improve performance quality and enhance audience engagement. Improved User Experience through interviews with club leaders and audience members.
We published our book! here / Our presentation is available here.
Honors & Awards
Topic: Developing a product defect detection model based on process data.
Miscellanea