PP-Structure

by Baidu

Open SourceSelf-HostedApache-2.0

Full document analysis pipeline combining layout detection, table recognition, and OCR. Part of the PaddlePaddle ecosystem.

OCRLayout AnalysisTable ExtractionData Extraction

Overview

PP-Structure is Baidu's comprehensive document analysis toolkit, built on top of PaddleOCR. It goes beyond basic OCR to provide layout analysis, table structure recognition, and key information extraction in a unified pipeline.

The toolkit includes pre-trained models for document layout detection (based on PicoDet and LayoutXLM), table recognition, and form field extraction. All components are optimized for practical deployment with PaddlePaddle's inference acceleration.

PP-Structure achieved top scores in the OmniDocBench evaluation for combined document understanding tasks.

Strengths

  • Full document analysis pipeline (OCR + layout + tables)
  • Strong benchmark performance (OmniDocBench)
  • GPU and CPU optimized inference
  • Active development from Baidu
  • Handles Chinese and English documents well

Limitations

  • PaddlePaddle dependency (less common than PyTorch)
  • Documentation primarily in Chinese
  • More complex setup than standalone OCR

Best Use Cases

  • Chinese document processing
  • Table extraction from PDFs
  • Form field extraction
  • Full document understanding pipelines