Computer Vision · Neural Rendering
Hello, I'm Vision AI Researcher

Hwan Heo

...

About Me

Hello, my name is Hwan Heo, an AI Researcher.




I'm currently working at Graphics AI Lab in NCSOFT, where I fulfill as a Technical Research Personnel for Alternative Military Service. I received my B.S. and M.S. degrees in computer science from Korea University in 2020 and 2022, respectively. During my Master’s program, I was advised by Prof. Hyunwoo J. Kim. My research primarily focuses on 3D Computer Vision and Neural Rendering, with a particular emphasis on Radiance Fields and 3D Gaussian Splatting. I'm passionate about exploring innovative techniques and contributing to the cutting-edge developments in these fascinating fields.

Resume

Experience

2023 - Present
AI Researcher
Graphics AI Lab, NCSOFT
  • Neural Rendering in Game Engine

  • Accelerated 3D Asset Generation via Multi-View RGB/Normal Diffusion

2022
Research Intern
AI Lab, Naver Corp.
  • NeRF Research: Robust Camera Pose Refinement for Multi-Resolution Hash Encoding (ICML'23)


Education

2020 - 2022
Korea University
Seoul, South Korea
  • Master's degree in Computer Science
  • Advisor: prof. Hyunwoo J. Kim

2015 - 2020
Korea University
Seoul, South Korea
  • Bachelor's degree in Computer Science
  • Advisor: prof. Heui-Seok Lim

Publications

  • DreamSurfels: Generative Gaussian Surfels for Geometrically Accurate 3D Content Creation

    Hwan Heo, S. Ahn [ICTC 2024] (oral, to appear)

  • Robust Camera Pose Refinement for Multi-Resolution Hash Encoding

    Hwan Heo, T. Kim, J. Lee, J. Lee, S. Kim, H. J. Kim, JH. Kim [ICML 2023]

  • Semantic-aware Occlusion Filtering Neural Radiance Fields in the Wild

    J. Lee, I. Kim, Hwan Heo, H. J. Kim [preprint]

  • Consistency Learning via Decoding Path Augmentation for Transformers in Human Object Interaction Detection

    J. Park, S. Lee, Hwan Heo, H. Choi, H. J. Kim [CVPR 2022]

  • Domain Generalization Emerges from Dreaming

    Hwan Heo, Y. Oh, J. Lee, H. J. Kim [preprint]

  • Temporally Sparse Adversarial Perturbations on Videos

    Hwan Heo, D. Ko, J. Lee, Y. Hong, H. J. Kim [IEEE Access 2021]

Research Interest

Computer Vision
Neural Rendering
3D Generation

Languages

Python
PyTorch
TensorFlow
OpenCV
C++
CUDA

Contact

gjghks950@naver.com

+82 10-2295-9546