Lab directory
Medical Information Processing Lab
Medical Information Processing Lab
POSTECH · Computer Science and Engineering
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Professor
Prof. 김원화
Professor's page · publicationsAbout
기계학습과 컴퓨터 비전을 의료 영상 분석에 적용하는 연구를 수행한다. 의료 데이터 처리와 진단 보조를 위한 학습 모델을 개발한다.
Research keywords
Machine LearningComputer VisionMedical Imaging
Selected publications
- PR-MaGIC: Prompt Refinement Via Mask Decoder Gradient Flow For In-Context SegmentationCVPR 2026 · 2026
- Mark4D: Temporally-Consistent Watermarking for 4D Gaussian SplattingCVPR 2026 · 2026
- A Variational Mean-Field Control Framework for Graph Representation LearningTPAMI 2026 · 2026
- Topology-aware Graph Diffusion Model with Persistent HomologyNeurIPS 2025 · 2025
- Conditional Diffusion Model using Ordinal Regression for Longitudinal Neurodegenerative Data GenerationICLR 2025 · 2025
- Neurodegenerative Brain Network Classification via Adaptive Diffusion with Temporal RegularizationICML 2024 · 2024
Other labs in this department
- Human-AI Interaction and Visualization Lab
Sung Ahn Ko
Data Science, LLMs, Visualization, HCI, Social Computing/Science
- Computer Vision Lab
Suha Kwak
Computer Vision, Machine Learning, Robotics
- Parallel System Architecture Lab
Kwang-sun Kim
Computer Architecture, AI Accelerator HW/SW, GPU Systems, Memory System
- Machine Learning Lab
Dongwoo Kim
Machine Learning, Computational Social Science
- Computer Security Lab
Seulbae Kim
Computer Security, Cyber-physical Systems
- Natural Language Processing Lab
Hyounghun Kim
Natural Language Processing, Multimodal Learning