- Best Paper Reward (Grand Prize), Next Generation Computing Conference (2021)
- First Runner Up, Online Hackathon “AI Data for Panoramic Image of Road Environment” (2020)
- Qualcomm-GIST Innovation Award (IT Research Paper Award), School of EECS, GIST (Supported by Qualcomm) (2016)
- National Full-ride Scholarships, GIST (2009-2016)
- Student Travel Award, IEEE International Conference on Data Engineering (ICDE) (2015)
- First Runner Up, CWNU Programming Contest (2006)
- CWNU “NURI” Scholarships for Outstanding Students, CWNU, (2006-2009)
- Publications:
- Are we there yet? A brief survey of Music Emotion Prediction Datasets, Models and Outstanding Challenges, IEEE Transactions on Affective Computing, 2025
- Video2Music: Suitable Music Generation from Videos using an Affective Multimodal Transformer model, Expert Systems with Applications, 2024
- Smart Insole-Based Classification of Alzheimer’s Disease Using Few-Shot Learning Facilitated by Multi-Scale Metric Learning, IEEE Transactions on Consumer Electronics, 2024
- Early Alzheimer’s Disease Diagnosis using Wearable Sensors and Multilevel Gait Assessment: A Machine Learning Ensemble Approach, IEEE Sensors Journal, 2023
Research Experience
- Postdoctoral Researcher, Singapore University of Technology and Design (SUTD), Singapore (Dec. 2021 - Feb. 2025)
- Research focused on AI-driven music and audio projects, including AI music generation for video and music emotion recognition
- Postdoctoral Researcher, Korea National University of Transportation (KNUT), South Korea (Jun. 2019 - Nov. 2021)
- Contributed to diverse projects such as medical image segmentation and classification, fruit freshness classification, face mask detection, anomaly detection, and knowledge distillation
- Research Scientist, Seoul National University Hospital (SNUH), Seoul, South Korea (Apr. 2018 - Mar. 2019)
- Involved in projects like medical image segmentation and classification
Education
- Ph.D. in Electrical Engineering and Computer Science, Gwangju Institute of Science and Technology (GIST), Mar. 2009 - Feb. 2017
- Thesis: User Interest Modeling in Social Media for Personalized Services
- B.S. in Computer Engineering, Changwon National University (CWNU), Mar. 2005 - Feb. 2009
Background
- AI researcher
- Research interests: User interest modeling in social media for personalized services, AI-driven music and audio projects
- Specialized in: Electrical Engineering and Computer Science
Miscellany
- Personal interests: Music
- Performance experience: Performed as a lounge pianist and composed solo piano pieces, some of which are available on platforms like iTunes and Spotify
- Engaged for piano performances at various corporate and private events