In-Situ Micrograph Analysis Pipeline

Overview

Implemented a repeatable micrograph ingestion and scoring workflow for post-run analysis.

Problem / Constraints

• Highly variable image quality
• Limited annotation capacity
• Need for transparent scoring logic

Approach

Standardized preprocessing, feature extraction, and reporting with configurable thresholds.

Results

Media

Lessons / Next Steps

Expanding toward model-assisted classification with human-in-the-loop validation.