Ching-Heng Lin

Enhancing Image-Text Alignment in Chest X-ray Datasets by Reducing External References via a Fine-Tuned Large Language Model Pipeline.

An automated, data quality-oriented preprocessing pipeline that rewrites radiology reports at the sentence level to reduce external references is developed and can serve as an effective preprocessing step for improving the suitability of chest X-ray report datasets for multimodal model development.