I am a Research Intern at RideFlux, where I work on autonomous driving.
I received my B.S. in Electrical Engineering from Kookmin University, where I worked with Prof.
Seongwon Lee on 3D/4D scene understanding.
Previously, I was a Research Intern at CARIAD, advised by Dr.
Xavier Timoneda.
My long-term goal is to develop world models that enable autonomous agents to understand the physical world, predict the consequences of their actions, and make reliable decisions.
I am particularly interested in representations for action and multi-agent counterfactual world modeling, decision-relevant representations and predicting how the world and other agents may respond to different actions.
Building on my work in 3D/4D scene understanding and autonomous driving, I aim to bridge perception, world modeling, and decision-making.
FreeView: Robust 3D Reconstruction from Uncurated Views
Consensus-based visual-geometric distractor rejection for robust 3D reconstruction
Junho Kim*, Hyunyoung Choi*,
Seongwon Lee† Submitted to ICRA'27 arXiv
Selective Appearance Refinement for Feed-Forward 3D Gaussian Splatting
A plug-and-play module that selectively corrects low-confidence appearance predictions.
Junho Kim, Jiseok Kim,
Seongwon Lee† International Conference on Control, Automation, and Systems (ICCAS), 2026
arXiv
RayOcc: Occlusion-Aware Ray Occupancy Estimation via Gaussian Mixture Intensity
Multi-surface Ray occupancy modeling with Gaussian mixture model.
Junho Kim,
Seongwon Lee† IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2026
project page /
arXiv
High-Fidelity Vehicle Representation via 3D Gaussian Splatting
Reflective vehicle reconstruction with disentangled diffuse and specular appearance.
Junho Kim,
Sangho Byeon,
Jiseok Kim,
Seongwon Lee
Team Lead of We-Meet Project (Fall 2025)
Bosch Future Mobility Challenge 2024
Real-time autonomous driving perception and deployment on an embedded platform.
Minchan Jeong,
Junho Kim,
Dahyeon Ko,
Jaehyoung Park,
Donghwan Seo
Perception Engineer / ROS, Multi-View 3D object detection, V2X
3rd Prize, (top 3 out of 80 teams worldwide)
Experience
RideFlux, Seoul, South Korea
2026.08 - Present
Perception Research Intern Advisor: Dr. Hawook Jeong
Kookmin University, Seoul, South Korea
2019.03 - 2026.08
B.S. in Electrical Engineering Advisor: Prof. Seongwon Lee