Comparing SHAP and CRAFT Across Architectures for PEMFC SEM Images
Cross-architecture comparison of SHAP and CRAFT on PEMFC catalyst SEM images for degradation classification. Co-authored with KIER's analysis and hydrogen fuel cell teams.
Woonghee Lee
Senior Researcher · Principal Investigator
Woonghee Lee leads the DAIS Research Group at the Korea Institute of
Energy Research (KIER). His research applies deep learning to image, signal,
and text data — currently focused on AI methods for energy and materials
research, including time-series and document analysis, robust deep models,
and AI agents for research workflows.
AI-Based Technology-Trend News Collection, Analysis, and Report Generation System
AI system for global energy and technology news collection, analysis, and report generation.
Publisher-Adaptive HTML Parsing System for Figure and Caption Extraction from Scientific Papers
Publisher-adaptive extraction of figures, captions, and caption-mentioning body sentences from academic-paper HTML.
CREMA: Contextual Reconstruction and Extraction of Multimodal Assets from academic papers
Academic paper visual-element extraction with translation and layout reconstruction.
Automated Photovoltaic Parameter Extraction System Using Physics-Guided Bayesian Optimization
Physics-constrained Bayesian-optimization system for solar-cell parameter extraction.
ESPRESSO: A Visualization Tool for Labeling Objects in Research PDFs
Visualization tool for labeling objects in research PDFs.