Kyujin Shim (심규진)

Education

• 2013.03 ~ 2017.02     B.S. (Electrical Engineering, Korea Advanced Institute of Science Technology)

• 2017.03 ~ 2025.02     Combined M.S. & Ph.D. (Electrical Engineering, Korea Advanced Institute of Science Technology

• 2025.03 ~ Present     Staff Engineer (Samsung Research)

• International Journal

• Domestic Conference

  • 1. 1. • Kyujin Shim, K. Ko, J. Hwang, and C. Kim, "Pseudo-depth-Based Apperance Feature Vector Update Algorithm for Multi-object Tracking," The IEIE Fall Conference, Nov. 2023. [paper]

          • K. Ko, H. Kim, Kyujin Shim, J. Hwang, and C. Kim, "Feature and Query Mix for Multi-Object Tracking Transformer," The IEIE Fall Conference, Nov. 2023. [paper]

          • J. Hwang, K. Yun, K. Ko, Kyujin Shim, S. Cho, and C. Kim, "Multi-Target Multi-Camera Vehicle Tracking System for City-Scale Traffic Management," The IEIE Summer Conference, Jun. 2022. [paper]

          • K. Ko, Y. Park, Y. Kim, H. Kim, Kyujin Shim, and C. Kim, "Improving Self-Supervised Contrastive Learning Using the Distancing Loss Function," The IEIE Summer Conference, Jun. 2022. [paper]

          • K. Ko, Kyujin Shim, J. Byun, and C. Kim, "Performance Improvement of Convolutional Neural Network by Diversifying Kernel Weights," The IEIE Fall Conference, Nov. 2021. [paper]

          • S. Yoon, Kyujin Shim, and C. Kim, "Domain Generalization via Class Balanced Probability Learning," The Korean Society Of Broad Engineers Fall Conference, Nov. 2020 [paper]

  • Kyujin Shim, J. Byun, and C. Kim, "Multi-step Quantization Training for Crowd Counting," The IEIE Fall Conference, Nov. 2019. [paper]

  • J. Byun, Kyujin Shim, and C. Kim, "Improving Image Recognition of CNNs Through Partial Screen Blending of Images," The IEIE Fall Conference, Nov. 2019. [paper]

• Domestic Journal

• Kyujin Shim, K. Ko, S. Yoon, N. Ha, M. Lee, H. Jang, K. Kwon, E. Kim, and C. Kim, "A Deep Learning-Based Real-Time Deblurring Algorithm on HD Resolution," Journal of Broadcast Engineering, vol. 27, no. 1, pp. 3-12, 2022. [paper]

• S. Yoon, Kyujin Shim, K. Ko, N. Ha, M. Lee, H. Jang, K. Kwon, K. Park, and C. Kim, "Deep Learning-Based Real-Time Video Stabilization for Infrared Videos," Journal of the Institute of Electronics and Information Engineers, vol. 59, no. 2, pp. 77-83, 2022. [paper]

• Kyujin Shim, S. Choi, J Lee, T. Lee, and C. Kim, "Trends in Object Classification," The Magazine of the IEIE, Vol. 47, no. 2, pp. 64-75, 2020. [paper]

• S. Choi, Kyujin Shim, J. Lee, T. Lee, and C. Kim, "A Comprehensive Study of Long-Term Object Tracking," The Magazine of the IEIE, Vol. 47, no. 2, pp. 53-63, 2020. [paper]

• S. Choi, Kyujin Shim, J. Lee, T. Lee, and C. Kim, "A Survey of Recent Trends in Short-Term Object Tracking," The Magazine of the IEIE, Vol. 47, no. 2, pp. 40-52, 2020. [paper]

Participated Projects

• Developing Object Tracking Technology in Single and Consecutive Traffic Videos

• (2024.02 ~ Present) with Korea Telecom (KT)

• Real-time online multi-target multi-camera tracking for an city traffic surveillance system

• Development of AI-Based Cargo Detection and Tracking System in the Distributed Multi-Camera Environment

  • • (2021.09 ~ Present) with Electronics and Telecommunications Research Institute (ETRI)

    • Cargo detection & tracking for an airport surveillance system

• Real-time online multi-object tracking & multi-target multi-camera tracking

• High-Resolution Video Acquisition Payload Technology on High-Speed Aircraft (Object Tracking and Image Processing Algorithm)

  • • (2020.03 ~ 2021.12) with LIG NEX1

    • Real-time image deblurring, video stabilization, and super-resolution on high-resolution EO (3400 x 3400) / IR (1456 x 1456) videos for an embedded system of high-speed aircraft

    • Real-time long-term object tracking on high-resolution EO (3400 x 3400) / IR (1456 x 1456) videos for an embedded system of high-speed aircraft

• AI-Based Object Tracking and Recognition

  • • (2019.02 ~ 2020.02) with Hanwha Systems

• Image classification, object detection, and single object tracking on RGB / IR videos

• Development of Image-Based Deep Learning Algorithm on Embedded System

  • • (2018.02 ~ 2018.12) with Samsung Electronics Global Technology Center

• Image segmentation for defect inspection

• Training data generation using Generative Adversarial Network (GAN)

• Development of Efficient Deep Learning Algorithm on Embedded System for Object Classification

  • • (2017.06 ~ 2017.12) with Samsung Electronics Global Technology Center

• Weights quantization & network squeezing of object classification networks for embedded system

Honors & Awards

• 2022 The IEIE Summer Conference Hyundai Motor Group Paper Award

• 2020 NVIDIA AI City Challenge Track 3 "City-Scale Multi-Camera Vehicle Tracking": 3rd Prize (Apr. 2020) 

• 2019 The IEIE Fall Conference Paper Award

• 2013 ~ 2016 Presidential Science Scholarship from Korea Student Aid Foundation

• 2010 ~ 2020 Gangwon Future Talent Scholarship from Gangwon Institute for Talent & Lifelong Education

Skills

• Programming: Python, C, C++, Java, Matlab

• Deep-Learning Framework: PyTorch, TensorFlow, PaddlePaddle

• Language: Korean, English, Japanese