About Me

I work as a ML Engineer at Beeble, where I develop human-centric vision algorithms for AI virtual production. My goal is to make advanced image and video editing tools easily accessible to everyone through a streamlined and user-friendly workflow.

Previously, I completed my Master's degree at POSTECH Computer Graphics Lab under the supervision of Prof. Seung-Hwan Baek. My graduate research focused on comprehensive analysis and modeling of light properties [NeSpoF, SpoDataset, Spectro-polarimetric BRDF].

Education

Pohang University of Science and Technology (POSTECH)

Mar. 2022 - Feb. 2024
MS in Graudate School of Artificial Intelligence

Yonsei University

Mar. 2016 - Feb. 2022
BS in Mathematics & Electrical and Electronic Engineering

Work Experience

Beeble

Apr. 2024 - Present
ML Engineer

>  Build a synthetic human dataset rendering pipeline with control over texture, shape, pose, camera, and light
>  Optimize the portrait relighting model with perspective monocular depth estimation using synthetic dataset
>  Implement depth-oriented skeleton-based model to represent and track the human pose motions in videos

Publications

[Computer Vision & Computer Graphics]

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Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset
Yujin Jeon*, Eunsue Choi*, Youngchan Kim, Yunseong Moon, Khalid Omer, Felix Heide, Seung-Hwan Baek
CVPR 2024 (highlight)

[Machine Learning & Recommendation System]
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Towards Minimally Domain-Dependent and Privacy-Preserving Architecture and Algorithms for Digital Me Services: EdNet and MIMIC-III Experiments
Kyoung Jun Lee, Baek Jeong, Youngchan Kim, Suhyeon Kim
HICSS 2025
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AMPER(Aim-Measure-Predict-Evaluate-Recommend): The Paradigm of Digital Me
Kyoung Jun Lee, Baek Jeong, Yujeong Hwangbo, Youngchan Kim, Sungwon Bae, Taehoon Baek
ICEC 2022

Projects

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Minimally Domain-Dependent Privacy-Preserving Digital Me Algorithms
UCAI (User Centric AI) Research Project with Harex InfoTech
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GradDISN: Gradient-based Deep Implicit Surface Network for Fine Detail 3D
Capstone Project in the Dept. of Electrical & Electronic Engineering, Yonsei University

Teaching Experience

Samsung Electronics DX (Digital Transformation) Training

Apr. 2024
Lecturer

CSED700G Computational Imaging

Spring 2023
Teaching Assistant

POSCO AI Expert Training

Oct. 2022 / Jul. 2023
Teaching Assistant