Hi, I'm Junoh Lee!

I am a Research Scientist

Ph.D. candidate in EECS

I am a Ph.D. candidate in Electrical Engineering and Computer Science at GIST, advised by Prof. Hae-Gon Jeon. I received my B.S. in EECS from GIST in 2019. My research focuses on 3D scene reconstruction, currently centered on 4D Gaussian Splatting and neural rendering.

News

Feb2025 One paper on crowd behavior generation is accepted at CVPR 2025 and selected as Outstanding Reviewer!
Sep2024 One paper on 4D Gaussian splatting is accepted at NeurIPS 2024 and selected as Top Reviewer!
Apr2024 One paper on deviant place recognition is accepted at TPAMI!
Feb2024 Two papers on language and depth model is accepted at CVPR 2024!
 Jan2024 One paper on unbounded NeRF is accepted at ICLR 2024!
Feb2022 One paper on deviant place recognition is accepted at AAAI 2022!
Mar2020 Starting my PhD program at Gwangju Institute of Science and Technology.

Research Interests

3D/4D Reconstruction

Neural Radiance Field, Gaussian Splatting, View Synthesis

Computer Vision

Image Detection, Depth Completion, Large Language Model, Diffusion Model

Machine Learning

Deep Learning, Large Language Model, Optimization

Skills

Python95%
PyTorch90%
Tensorflow 80%
C/C++ 70%
Docker Orchestration 60%
Cuda C 50%

Resume

Summary

Junoh Lee

  • GIST, Electrical Engineering and Computer Science Building C, Room 412
    123, Cheomdangwagi-ro, Buk-gu, Gwangju, Republic of Korea
  • juno@gm.gist.ac.kr

Research Experience

Research Intern

2017 - 2018

Gwangju Institute of Science and Technology, Gwangju, South Korea

  • Researched natural language processing

Education

PhD of Electrical Engineering and Computer Science & Graphic Design

2020 - Present

Gwangju Institute of Science and Technology, Gwangju, South Korea

Advisor: Prof. Hae-Gon Jeon

Bachelor of Electrical Engineering and Computer Science & Mathematics

2015 - 2019

Gwangju Institute of Science and Technology, Gwangju, South Korea

Advisor: Prof. Jonghyun Choi

Publications

  • All
  • Conference
  • Journal
  • patent

Continuous Locomotive Crowd Behavior Generation

Inhwan Bae, Junoh Lee and Hae-Gon Jeon

Computer Vision and Pattern Recognition (CVPR) 2025

Fully Explicit Dynamic Gaussian Splatting

Junoh Lee, Changyeon Won, Hyunjun Jung, Inhwan Bae and Hae-Gon Jeon

Neural Information Processing Systems (NeurIPS) 2024

What Makes Deviant Places?

Jin-Hwi Park*, Young-Jae Park*, Ilyung Cheong, Junoh Lee Young Eun Huh, and Hae-Gon Jeon (* equally contributed)

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) (IF: 23.6), 2024

Depth Prompting for Sensor-agnostic Depth Estimation

Jin-Hwi Park, Chanhwi Jeong, Junoh Lee and Hae-Gon Jeon

Computer Vision and Pattern Recognition (CVPR) 2024

Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction

Inhwan Bae, Junoh Lee and Hae-Gon Jeon

Computer Vision and Pattern Recognition (CVPR) 2024

Geometry-Aware Projective Mapping for Unbounded Neural Radiance Fields

Junoh Lee, Hyunjun Jung, Jin-Hwi Park, Inhwan Bae and Hae-Gon Jeon

International Conference on Learning Representations (ICLR) 2024

DevianceNet: Learning to Predict Deviance from A Large-scale Geo-tagged Dataset

Jin-Hwi Park*, Young-Jae Park*, Junoh Lee and Hae-Gon Jeon (* equally contributed)

The Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI) 2022

Confidence determining method of input depth map using layered depth map

Hae-Gon Jeon and Junoh Lee

KR Patent No. 10-2743469, Dec. 2024

Radiance field implementation method and system using adaptive mapping function

Hae-Gon Jeon, Junoh Lee, Hyunjun Jung, Jin-Hwi Park and Inhwan Bae

US Patent App. 19/002,445, Dec 2024

Trajectory prediction method and system using a large language model

Hae-Gon Jeon, Inhwan Bae and Junoh Lee

US Patent App. 18/986,359, Dec 2024

Model learning method and system capable of sensor-agnostic depth map inference through depth prompting, and depth map inference method and system using the same

Hae-Gon Jeon, Jin-Hwi Park Chanhwi Jeong and Junoh Lee

US Patent App. 19/002,363, Dec 2024

Radiance field implementation method and system using adaptive mapping function

Hae-Gon Jeon, Junoh Lee, Hyunjun Jung, Jin-Hwi Park and Inhwan Bae

KR Patent App. 10‑2024‑0044389, Apr 2024

Trajectory prediction method and system using a large language model

Hae-Gon Jeon, Inhwan Bae and Junoh Lee

KR Patent App. 10-2024-0037756, Mar 2024

Model learning method and system capable of sensor-agnostic depth map inference through depth prompting, and depth map inference method and system using the same

Hae-Gon Jeon, Jin-Hwi Park Chanhwi Jeong and Junoh Lee

KR Patent App. 10‑2024-0041415, Nar 2024

Contact

GIST, Electrical Engineering and Computer Science Building C, Room 412
123, Cheomdangwagi-ro, Buk-gu, Gwangju, Republic of Korea