Taming the Unstructured: Accurate Table and Chart Extraction from Scanned PDF Documents

Standard OCR tools turn multi-column financial tables and nested balance sheets into a scrambled salad of unreadable text. Here is how I built a Vision-First Layout Analysis pipeline using ColPali and Table Transformer.

Written and maintained by Hassan Nazir, Forward Deployed Engineer and Applied AI practitioner.