Intro
I am a PhD student and a member of Computer Vision Lab at Yonsei University, advised by Prof. Bumsub Ham. My research interests include computer vision and machine/deep learning, particularly on developing efficient models through neural architecture search, network quantization, and pruning.
Education
Publications
Projects
Edge artificial intelligence semiconductor IP development
Korea Technology & Information Promotion Agency for SMEs (TIPA), Aug. 2023 ~ Present
Korea Technology & Information Promotion Agency for SMEs (TIPA), Aug. 2023 ~ Present
- Developed quantization and pruning algorithms for In-Memory Computing (IMC) chips.
- Collaborated with hardware teams for efficient HW-SW co-design.
- Built deep learning models for circuit performance prediction and optimization.
Development of Fundamental Technology and Integrated Solution for Next-Generation Automatic Artificial Intelligence System
Institute for Information & Communications Technology Promotion (IITP), Apr. 2022 ~ Jul. 2023
Institute for Information & Communications Technology Promotion (IITP), Apr. 2022 ~ Jul. 2023
- Developed neural architecture search (NAS) algorithms for CNNs, ViTs, and quantized models..
- Designed Automatic Loss Function Search algorithms for adaptive optimization.
- Implemented low-bit training techniques for efficient deep learning model training.