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Research & PaperResearch · Computer Vision · OCR · Mobile Applications· 2023 – 2024

OCR Research: Mobile Invoice Parsing

Investigating Tabular Extraction & Document Layout Challenges in Mobile Apps

Status details: Authored academic research paper on mobile OCR extraction

Authored a computer vision research paper examining the intricate obstacles of camera-based OCR invoice recognition on mobile devices. Explored why complex tabular alignments and variable mobile capture conditions break standard OCR pipelines and analyzed multi-stage structural parsing.

Technologies & Stack

PythonOpenCVTensorFlowTesseract OCRYOLO

Architecture & Engineering Highlights

  • Detailed analysis of tabular invoice parsing limitations in mobile environments using Tesseract and YOLO.
  • Separated character-level OCR optical recognition from logical table structure and key-value pair reconstruction.
  • Proposed adaptive image binarization, perspective correction, and layout-aware post-processing pipelines.