One-Cycle Structured Pruning via Stability-Driven Subnetwork Search
Ghimire, D., Kil, D., Jeong, S., Park, J., & Kim, S. H. (2025). One-cycle Structured Pruning with Stability Driven Structure Search. arXiv preprint arXiv:2501.13439.
CV
Publications
A Study of Structure Pruning for Hybrid Neural Networks
D. Ghimire, D. Kil and S. -h. Kim, "A Study of Structured Pruning for Hybrid Neural Networks," 2024 24th International Conference on Control, Automation and Systems (ICCAS), Jeju, Korea, Republic of, 2024, pp. 1110-1113, doi: 10.23919/ICCAS63016.2024.10773379.
Lightweight Room Layout Estimation using a Single Panoramic Image
D. Kil and S. -H. Kim, "Lightweight Room Layout Estimation using a Single Panoramic Image," 2022 22nd International Conference on Control, Automation and Systems (ICCAS), Jeju, Korea, Republic of, 2022, pp. 1951-1953, doi: 10.23919/ICCAS55662.2022.10003901.
단일 파노라마 입력의 실내 공간 레이아웃 복원 모델 경량화 [KCI]
Dayoung Kil and Seong-heum Kim. (2022). Lightweight Deep Learning for Room Layout Estimation with a Single Panoramic Image. Journal of Institute of Control, Robotics and Systems, 28(10), 868-873.
A Survey on Efficient Convolutional Neural Networks and Hardware Acceleration
Ghimire, D.; Kil, D.; Kim, S.-h. A Survey on Efficient Convolutional Neural Networks and Hardware Acceleration. Electronics 2022, 11, 945. https://doi.org/10.3390/electronics11060945
Awards
Patents
- 길다영, 김성흠, “단일 파노라마 입력의 실내 공간 레이아웃 복원 모델 경량화,” C-2022-036602 (소프트웨어등록)
Education
- Ph.D in Seoul, South Korea, Intelligent Semiconductors of Soongil University, 2027 (expected)
- M.S. in Seoul, South Korea, Intelligent Systems of Soongil University, 2024
- B.S. in Seoul, South Korea, AI Convergence of Soongil University, 2022
Skills
- Deep Learning Frameworks
- Pytorch, Torchvision
- Tensorflow, Keras
- HuggingFace
- Computer Vision
- OpenCV
- Detectron
- YOLO
- OpenMMLab
- Programming & Tools
- Python
- C, C++
- Anaconda
- Jupyter
- Github
- vs code
- Web/Platform
- HTML, CSS
- Android