Hello, I am Mingyu Shin, a computer vision and deep learning research engineer. I received my master’s degree at the Department of Interdisciplinary Studies of Artificial Intelligence (AI) at DGIST, South Korea, in 2024, under the supervision of Prof. Sunghoon Im in the DGIST Computer Vision Lab. My research interests are computer vision and deep learning, with a particular emphasis on solving 3D Object Detection, Multi-task Learning, and 3D Human Reconstruction problems. I received dual bachelor’s degrees in Mathematics and Computer Engineering from Yeungnam University, South Korea, in 2022.

Publications

Multi-task Learning for Real-time Autonomous Driving leveraging Task-adaptive Attention Generator
Wonhyeok Choi*, Mingyu Shin*, Hyukzae Lee, Jaehoon Cho, Jaehyeon Park, Sunghoon Im
IEEE International Conference on Robotics and Automation (ICRA), 2024
[paper]

Depth-discriminative Metric Learning for Monocular 3D Object Detection
Wonhyeok Choi*, Mingyu Shin*, Sunghoon Im
Neural Information Processing Systems (NeurIPS), 2023
[paper] [code]

Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement
Junuk Cha, Muhammad Saqlain, GeonU Kim, Mingyu Shin, Seungryul Baek
European Conference on Computer Vision (ECCV), 2022
[paper] [code]

Education

• M.S. in Interdisciplinary Studies of Artificial Intelligence, DGIST, South Korea, Aug 2022 - Aug 2024
• B.S. in Mathematics and Computer Engineering, Yeungnam University, South Korea, Mar 2016- Aug 2022

Work experience

• Computer Vision Research Intern, Perception Team, NAVER LABS, South Korea.
  • Jan 2024 - Jul 2024
• Research Intern, Ulsan National Institute of Science and Technology, South Korea.
  • Jan 2022 - Jun 2022
• Undergraduate Intern, Yeungnam University, South Korea.
  • Aug 2021 - Dec 2021
• Developer (field placement), MNVision, South Korea.
  • Make 3D body scanner using Raspberry Pi.
  • July 2020 - Aug 2020

Awards

• Runner-Up, 4D Occupancy Forecasting Challenge, CVPR Workshop on Autonomous Driving, Jun 2024.
• Bronze prize, 30th HumanTech Paper Awards, Samsung Electronics Co., Ltd., Jan 2024.
• Excellence prize, ICT paper contest, ETNEWS, Dec 2023.
• Top prize, Autonomous driving AI algorithm development competition, Ministry of Land, Infrastructure and Transport, South Korea, Oct 2023.
• Finals, 2023 AI Competition, Hyundai Motor Group•KIA CTO, Aug 2023.

Certificates

• Engineer Information Processing.

Skills

• Python
• Pytorch