AI Researcher | Computational Pathology · Pathology Foundation Models · Multi-Omics
AI researcher with 5+ years building deep learning systems for computational pathology. Currently at OMIXAI, extending histopathology AI into proteomics and multi-omics integration — toward drug response prediction and precision oncology. Previously at Deep Bio, where I led WSI pipeline development and KFDA-track model validation.
My work sits at the intersection of gigapixel WSI analysis, representation learning, and multi-omics modeling, with a focus on clinically deployable and interpretable AI.
- 🏢 OMIXAI (Feb 2025 – Present) — Multi-omics foundation model R&D; proteomics-based Drug Response Prediction (Pearson ≥ 0.65, LDO CV); Pan-Sarcoma proteogenomics collaboration (Korea–US–Japan); Virtual Cell Challenge
- 📄 Prostate International (2025) — AI-driven Digital Pathology in Urological Cancers | Co-First Author
- 🎤 AAAI 2026 Workshop (W3PHIAI, Oral) — G2L: From Giga-Scale to Cancer-Specific Pathology Foundation Models via Knowledge Distillation | 3rd Author | arXiv:2510.11176
- 🥈 KPI Challenge 2024 (MICCAI 2024) — 2nd Place, Glomerular Segmentation, Whole-Slide Track
- 📄 Scientific Reports (2025) — Breast Cancer Recurrence Risk from H&E WSIs | 1st Author | link
| Paper | Venue | Role | |
|---|---|---|---|
| 🖼️ | G2L: Pathology Foundation Models via Knowledge Distillation | AAAI W3PHIAI 2026 (Oral) | 3rd Author |
| 🖼️ | Multi-Section WSI Analysis for Prostate Cancer BCR | arXiv 2026 | Co-Author |
| 🖼️ | KPI 2024: Glomerular Segmentation Patch-to-Slide | arXiv 2025 | Co-Author |
| 🧬 | Breast Cancer Recurrence Risk from H&E WSIs | Scientific Reports 2025 | 1st Author |
| 🧬 | AI-driven Digital Pathology in Urological Cancers | Prostate International 2025 | Co-1st Author |
| 🖼️ | MurSS: Multi-Resolution Segmentation for Breast Cancer | Bioengineering 2024 | Co-Author |
| 🖼️ | Supervised Contrastive Embedding for Medical Image Segmentation | IEEE Access 2022 | Co-Author |
Deep Learning · PyTorch · HuggingFace Transformers · PEFT/LoRA · Accelerate · DDP/FSDP
Pathology · OpenSlide · QuPath · CLAM · Foundation Models (UNI, CONCH, Virchow) · WSI tiling pipelines
Bio / Omics · scanpy · AnnData · proteomic representation learning · ADMET modeling
MLOps · Docker · Slurm · W&B · MLflow · FastAPI · Git
M.S. Data Science — Seoul National University of Science and Technology (SeoulTech), 2019–2021 B.S. Information Security — Daejeon University, 2012–2019