손민석 Minseok Son

Education

2021.03 - Present Ph.D. (School of Electrical Engineering), Korea Advanced Institute of Science and Technology (KAIST), South Korea.
2019.03 - 2021.02 M.S. (School of Computing), Korea Advanced Institute of Science and Technology (KAIST), South Korea.
2014.03 - 2019.02 B.S. (Dept. of Software and Computer Engineering), Ajou University, South Korea.

Research Interest

Long-tailed Recognition
Few-shot Learning
Semantic Segmentation

Publications

Son, M., Koo, I., Park, J., & Kim, C. (2024). Difficulty-aware Balancing Margin Loss for Long-tailed Recognition. arXiv preprint arXiv:2412.15477.
성예은, 손민석, 구인용, 임정은, 김영민, 김창익, "야생동물 종 분류를 위한 손실 값 기반 로짓 조정 기법", 대한전자공학회 하계학술대회, 롯데호텔 제주, Jun. 26-28, 2024.
Park, J., Son, M., Lee, S., & Kim, C. (2022, October). DAT: Domain Adaptive Transformer for Domain Adaptive Semantic Segmentation. In 2022 IEEE International Conference on Image Processing (ICIP) (pp. 4183-4187). IEEE.
Park, J., Son, M., Cho, S., Lee, I., & Kim, C. (2022). Rainunet for super-resolution rain movie prediction under spatio-temporal shifts. arXiv preprint arXiv:2212.04005.
Park, J., Lee, I., Son, M., Cho, S., & Kim, C. Nowformer: A Locally Enhanced Temporal Learner for Precipitation Nowcasting.
손민석, 권명준, 김윤지, & 김창익. (2022). 얼굴 영상 분석을 위한 다중 모달 딥러닝 모델 연구. 한국통신학회지 (정보와통신), 39(5), 60-66.
Ahn, W., Nam, S. H., Son, M., Lee, H. K., & Choi, S. (2020). End-to-end double JPEG detection with a 3D convolutional network in the DCT domain. Electronics Letters, 56(2), 82-85.
Nam, S. H., Ahn, W., Yu, I. J., Kwon, M. J., Son, M., & Lee, H. K. (2020). Deep convolutional neural network for identifying seam-carving forgery. IEEE Transactions on Circuits and Systems for Video Technology, 31(8), 3308-3326.

Projects

2025.03 - Present 음성영상 신호 정보를 활용한 AI 감성 인식 기술 연구
2023.03 - 2025.02 인류세 연구센터 (CRC): Eco-AI [Long-tailed recognition]
2023.07 - 2023.12 광역해양감시·수색을 위한 기획연구
2022.03 - 2022.12 인류세 연구센터 (CRC): Eco-AI [Precipitation Nowcasting]
2021.03 - 2021.11 소량의 데이터를 활용한 머신러닝 기술 고도화 (Few-Shot Open-Set Learning)
2021.03 - 2023.12 디지털 휴먼 생성 (Digital human creation) [Face & Body analysis (Segmentation, depth, and normal vector estimation)]
2020.03 - 2021.12 Deepfake Detection
2019.03 - 2021.12 Steganography & Steganalysis

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