VIDEO
COMMERCIAL
RAW
Sidewalk robots and navigation world models need the pedestrian view of curb cuts, crossings, crowds, hawkers, parked motorbikes and broken paving; driving datasets see the road from a car. Contributors hold the phone at chest height facing forward and walk, faces avoided, through the cities of a global base strongest in Southeast Asia, the United States and Europe, from Jakarta to Chicago to London. No GPS, IMU, depth or annotations; handheld footage sways more than a chest rig, a limitation for odometry and a feature for anything that runs on a phone. FrodoBots-2K is CC BY-SA, so derived datasets must be shared under the same terms; this one carries a plain commercial license.
Volume
50,000+
Clips
Contributors
6,200+
Regions
100+ countries
Updated
What’s in the collection and how it’s delivered.
Data modality
Video
Annotated
Raw (no labels)
Exclusivity
Non-exclusive rights
Capture tool
Phone camera or uploads
Use cases
Sidewalk robot and pedestrian navigation pretraining, handheld visual odometry, navigation world models
Format
MP4 / MOV
Resolution
720p to 4K as recorded, 30 fps typical (MP4, MOV)
Total volume
50,000+ clips (approx. 6 TB)
Regions
100+ countries
Purity level
99% passed QA review
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.



