IMAGE
COMMERCIAL
RAW
Find a handwritten or hand-painted sign, photograph it straight on; printed signs, unreadable scrawl and shots with people in frame are sent back. Collection runs only in 11 Southeast Asian countries, 50 per contributor at most. Expect handwriting on walls, boards, cardboard and metal, in marker, chalk and paint, at street sizes and in street light, in the region's languages and often two on one board. No transcriptions are included. Hand-painted market boards and stall signage are everywhere in Southeast Asia and almost absent from handwriting and scene-text datasets, built on printed signs or handwriting on paper. The hard case in regional scene text: irregular lettering no synthetic font pipeline produces and print-trained OCR reads poorly.
Volume
5,000+
Photos
Contributors
500+
Regions
Southeast Asia (11 countries)
Updated
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
Handwritten scene-text recognition, irregular lettering OCR, market and stall signage reading
Format
JPG / PNG / HEIC
Resolution
Native phone camera resolution (JPG, PNG, HEIC)
Total volume
5,000+ photos (approx. 15 GB)
Regions
Southeast Asia (11 countries)
Purity level
QA review on every submission
Where this data comes from and how it’s licensed.
Every file comes straight from the contributor who provided it and is rights-cleared before it’s listed, so your license traces back to the source.
Contributor
Provides the data and uploads it straight to Kled.
Kled
Clears the rights before anything is listed.
Your team
Licenses it under the terms below.
License terms
Non-exclusive commercial training license.
Consent
Each contributor opted in to this use when they uploaded.
Specs reflect the current collection and may change as new data is added. Final terms are set in your license agreement.



