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jhcha08/README.md

Hello! 😄 I'm a deep-learning researcher & engineer interested in image restoration and novel-view synthesis.

📖 Education

M.S. in Computer Engineering @ MLVC Lab., Kyung Hee University, 2021.09 ~ 2023.08
B.S. in Space Science and Astronomy, Kyung Hee University, 2015.03 ~ 2021.02

💼 Work Experiences

Deep Learning Engineer, AI team, D.Notitia, 2023.12 ~ present
Internship, AI education team, Elice, 2020.09 ~ 2020.12

📰 Publications

"Depth‑Regularized 3D Gaussian Splatting for Robust Endoscopic Reconstruction in Feature‑Scarce Environments", EMBC, 2025
"SEMNet: Deep Synthetic Training for Unprecedented SEM Image Denoising and Super-Resolution", EMC, 2024
"Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model", AAAI, 2024
"Face-centered Broadcast Video Super-Resolution Based on Edge-oriented Convolution Block and Random Degradation", KCC, 2022
"Generation of He I 1083nm Images from SDO AIA Images by Deep Learning", The Astrophysical Journal, 2021
"Highlight Extraction of League of Legends Game Videos Using 3D CNN and Bi‑LSTM", CEIC, 2020

🔭 Projects

"Enhancing Multi-Modal Model Performance through Audio Perturbation", 2025.01 ~ present
"3D Reconstruction of 2D Endoscopy Images Based on 3D Gaussian Splatting" w/ Btree, 2024.07 ~ 2025.03
"AI-Based Image Restoration Solution for the Scanning Electron Microscopes (SEM)" w/ COXEM, 2023.12 ~ 2024.09
"A Real-time Broadcast Image Super-Resolution Model for X220 NPU" w/ SK Telecom, 2021.09 ~ 2023.08

🌱 Patents

"Endoscopic Image Processing System and Method", 10-2025-0026290
"Apparatus and Method for Machine Learning-Based Image Restoration", 10-2024-0169006

Pinned Loading

  1. Descanning Descanning Public

    [AAAI 2024] Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model

    Python 26 7

  2. global-tour-trajectory global-tour-trajectory Public

    Global tour trajectory visualization

    HTML

  3. 3DGS-Docker 3DGS-Docker Public

    Dockerized version of the 3D Gaussian Splatting

    C++ 10 4

  4. Implementation_DeepLearningPaper Implementation_DeepLearningPaper Public

    Implementation of Model in Deep learning Paper with PyTorch

    Jupyter Notebook 9 8

  5. YasuoNet YasuoNet Public

    Forked from VideoHighlightTeam/YasuoNet

    Jupyter Notebook

  6. KHUGGLE KHUGGLE Public

    AI competition in KHU (SR task)

    Jupyter Notebook