Jemin Lee
Assistant Professor @ UST
General Information
Full Name | Jemin Lee |
Languages | Korean, English |
Experience
- 2023.9.1 ~
Assistant Professor in Department of Artificial Intelligence
University of Science and Technology (UST)
- 2018.12 ~
Senior Researcher in AI Computing Research Lab.
Electronics and Telecommunications Research Institute (ETRI)
- Efficient AI
- Model Compression - quantization and pruning
- AI Compiler - graph optimization and code optimization
- Efficient AI
- 2017.9~2018.8
Postdoctoral Researcher (including compulsory military service period)
KAIST, Daejeon, Korea
- Department of Knowledge Service Engineering
- Interative Computing Lab.
- Supervised by Uichin Lee
Education
- 2011.9 - 2017.9
Ph.D. in Computer Science and Engineering
Chungnam National University, Daejeon, South Korea
- Embedded System Lab.
- Advised by Prof. Hyungshin Kim
- Thesis "Power Modeling, Analysis, and Optimization for Mobile Devices"
- Outstanding Ph.D. Thesis Award (top 1 out of 115)
- 2006.3 - 2011.8
B.S. in Computer Science and Engineering
Chungnam National University, Daejeon, South Korea
Research Community Service
-
Chair & Committee
- Program Committee for IeMeK 2022~2023 (대한임베디드공학회 추계학술대회)
- Web co-chiar for ACM MobiSys 2019
-
Board of Directors
- Institute of Embedded Engineering of Korea (IeMeK)
대한임베디드공학회 이사, 2022~Present - Member of the PG601 Committee at the Telecommunications Technology Association (TTA)
- Institute of Embedded Engineering of Korea (IeMeK)
-
Reviewer
- The Journal of Supercomputing Jan. 2025
- Elsevier Neural Networks Journal 2024
- ACM CHI 2024
- CMC-Computers, Materials & Continua 2023
- Resource Efficient Deep Learning for Computer Vision 2023 (ICCV Workshop)
- MDPI Applied Science 2022 (Feb. Mar. Apr.(2))
- MDPI Electronics 2022 (Jan. Feb.)
- ACM CHI 2021
- IEEE SCC 2019
- IMWUT (UbiComp), Sept. 2018
- IMWUT (UbiComp), May 2018
- Sustainable Computing, Informatics and Systems 2018
- Journal of Medical Internet Research 2018
- IEEE Transactions on Mobile Computing 2015
- Pervasive and Mobile Computing 2014
Seminar and Talk
- 25 Sept. 2024
Quantization for Edge AI
- Korea Supercomputing Conference 2024
- 13 Oct. 2023
Hybrid Vision Transformers - SOTA Review
- KETI
- 20 Sept. 2023
CSE Colloquium
- CNU
- 6 Jul. 2023
Minimizing Reconstruction Error for Low Bit PTQ
- KETI
- 29 Jun. 2023
Minimizing Reconstruction Error for Low Bit PTQ
- Neubla (Hanwha Impact Ltd.)
- 2 Nov. 2022
Quantization overview and lab with DNN compiler
- IeMek Tutorial
- 25 Oct. 2022
- 11 Oct. 2022
Embedded AI -- co-optimization with model compression and compiler
- LIGNex1
- Apr. 20, 2017
Machine Learning to Deep Learning (3 hours)
- WIPS Daejeon
Honors and Awards
- 2024
- AICompS 2024 Distinguished Paper Award, Korea Information Processing Society
- 2024
- IeMeK Best Presentation Award, Korean Embedded Engineering Conference
- 2022
- IeMeK Best Presentation Award, Korean Embedded Engineering Conference
- 2019
- KSC Best Paper Award, The Korean Institute of Information Scientists and Engineers
- 2017
- IeMeK Best Presentation Award, Korean Embedded Engineering Conference 2017, Institute of Embedded Engineering of Korea
- 2017
- Outstanding Ph.D. Thesis Award (1 out of 115), Chungnam National University.
- 2017
- Embedded System Design Challenge Bronze Award, Faster R-CNN Optimization for Embedded System, ACM SIGDA KOREA Chapter
- 2015
- IeMeK Best Presentation Award, Korean Embedded Engineering Conference 2015, Institute of Embedded Engineering of Korea
- 2015
- KSCI 2015 Best Paper Award, Korea Society of Computer Information 2015, The Korea Society of Computer Information
- 2015
- KCC Best Paper Award, Korea Computer Congress 2015, The Korean Institute of Information Scientists and Engineers
- 2015
- Participation Award, Graduation Contest, Chungnam National University
- 2014
- KCC Best Paper Award, Korea Computer Congress 2014, The Korean Institute of Information Scientists and Engineers
- 2012
- KCC 2012 Best Presentation Award, Korea Computer Congress 2012, The Korean Institute of Information Scientists and Engineers
- 2011
- Participation Award, Creative Work Contest 2011, Department of Computer Science and Engineering, Chungnam National University
Teaching Experience
-
Multimedia, Teaching Assistance for Programming Practice.
- Spring, 2013, 2014 (two times)
- Chungnam National Univ.
-
Embedded System, Teaching Assistance for Programing Practice.
- Spring, 2012.
- Chungnam National Univ.
-
System Programing, Teaching Assistance for Programming Practice.
- Fall. 2011, 2012, 2014 (three times)
- Chungnam National Univ.