Deep learning researcher focused on medical image analysis —
MRI reconstruction, segmentation, and neuroimaging.
School of Electronics Engineering, Kyungpook National University · Daegu, Korea 🇰🇷
- 🧠 I work on AI for medical imaging — MRI reconstruction, brain/organ segmentation, and disease classification from MRI/fMRI.
- 🏫 I am a graduate researcher in the LIMITLESS Lab at Kyungpook National University (KNU).
- 🔬 Our lab focuses on medical image analysis, deep learning, and intelligent medical imaging systems.
- 🔭 Currently building zero-shot & self-supervised MRI reconstruction pipelines on the fastMRI dataset.
- 🌱 Recently exploring LLM agents (LangGraph) for medical workflows.
- 🎯 Interests: physics-guided deep learning, unrolled networks, diffusion models, vision transformers, and self-supervised learning.
I am affiliated with the LIMITLESS Lab at Kyungpook National University (KNU), where we conduct research on deep learning-based medical image analysis, including MRI reconstruction, CT/MRI segmentation, neuroimaging analysis, and AI-assisted clinical workflows.
- Lab: LIMITLESS Lab, Kyungpook National University
- Research areas: Medical AI, MRI reconstruction, CT/MRI segmentation, neuroimaging, self-supervised learning
- Location: Daegu, Republic of Korea
- Contact: knu.limitless@gmail.com
| Project | What it is |
|---|---|
| MRIreconstruction | Zero-shot / self-supervised accelerated MRI reconstruction on fastMRI — supervised U-Net/SwinUNETR, self-supervised SSDU, zero-shot ZS-SSL, diffusion prior, CG-SENSE, ESPIRiT sensitivity maps, and SSIM/PSNR/NMSE/NMAE evaluation. |
| Hippocampus-Seg | Deep-learning segmentation of the hippocampus from brain MRI. |
| 3D_ConvNeXt_for_fMRI | 3D ConvNeXt architecture applied to fMRI analysis. |
| Autism_Spectrum_Disorder_Classification | Classification of Autism Spectrum Disorder from neuroimaging data. |
| HDD_Net | Deep network for medical image analysis. |
| Langgraph_LiverTumor | LLM-agent workflow using LangGraph for liver-tumor analysis. |
Also: algorithmic problem solving, Baekjoon / Programmers / coding tests, and ML study notebooks.
- 📧 s980605@naver.com or ss98060545@gmail.com
- 🧪 LIMITLESS Lab, Kyungpook National University
- 🏫 School of Electronics Engineering, Kyungpook National University
Thanks for visiting! ⭐ Feel free to check out my medical-AI projects.