README.md

metadata

tags:
  - ocr
  - document-processing
  - surya
  - structured
  - uv-script
  - generated

Surya OCR 2 (table) on davanstrien/ufo-ColPali

Table recognition (mode full) over images in davanstrien/ufo-ColPali using Surya OCR 2 (650M, Qwen3.5-based) by Datalab, via the surya-ocr package, run as offline vLLM batch inference on Hugging Face Jobs.

Processing Details

• Source Dataset: davanstrien/ufo-ColPali
• Model: datalab-to/surya-ocr-2
• Task: table (table mode full)
• Input column: image (image)
• Text column: markdown (flattened, reading-order text per row)
• Structured column: surya_blocks (JSON: per-page blocks with bbox / polygon / label / reading_order / confidence / html)
• Split: train
• Samples: 3
• Processed OK: 3 / 3
• Processing time: 3.3 min
• Date: 2026-06-22 13:35 UTC

License note

Surya's code is Apache-2.0, but the model weights use a modified OpenRAIL-M license: free for research, personal use, and startups under $5M funding/revenue, restricted from competitive use against Datalab's API. See the model card.

Dataset Structure

Original columns plus:

• markdown: flattened text (OCR), label outline (layout), or table HTML (table)
• surya_blocks: structured result as a JSON string (one entry per page)
• inference_info: JSON list tracking models applied to this dataset

Generated with UV Scripts.