Natural Handwriting Pages (500,000 pages)

Natural Handwriting Pages (500,000 pages)

IMAGE

COMMERCIAL

RAW

We asked for the opposite of a handwriting sample: a page the contributor had already written for themselves, laid flat and photographed from directly above. Printed pages, other people's writing and faint or skewed shots are sent back, and the brief says plainly that messy beats neat. Contributors are worldwide, strongest in Southeast Asia, the United States and Europe, so expect English alongside Indonesian, Malay, Filipino, Hindi and French; language is not tagged, and there are no transcriptions. IAM, the corpus most recognizers still rest on, is small, English, careful and non-commercial; this is the hurried, multi-script handwriting it lacks, with a commercial license.

Volume

500,000+

Pages

Contributors

17,000+

Regions

100+ countries

Updated

Technical specs

Technical specs

What’s in the collection and how it’s delivered.

Data modality

Images

Annotated

Raw (no labels)

Exclusivity

Non-exclusive rights

Capture tool

Phone camera (in app)

Use cases

Handwriting recognition across scripts, writer identification and style variation, handwriting synthesis

Format

JPG / PNG / HEIC

Resolution

Native phone camera resolution (JPG, PNG, HEIC)

Total volume

500,000+ pages (approx. 1.5 TB)

Regions

100+ countries

Purity level

99%+ passed QA review

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