IMAGE
COMMERCIAL
LABELED
The phone is propped so it cannot move. Five or more objects go on a table; one is removed and named between each of five frames. Sequences where the camera moved, two objects left at once or a removal went unnamed are rejected, one sequence per contributor. Each sequence is a four-step chain with exactly one named object leaving per step, so the decrement, not the absolute count, is ground truth, on real tables under real light, with shadows and reflections synthetic edits rarely get right. Counterfactual image pairs, identical except for one known change, are what change detection and visual reasoning evaluations want, and are rare as licensable data.
Volume
10,000+
Sequences
Contributors
10,000+
Regions
100+ countries
Updated
What’s in the collection and how it’s delivered.
Data modality
Images
Annotated
Labeled (removed object per step)
Exclusivity
Non-exclusive rights
Capture tool
Phone camera (in app)
Use cases
Change detection and difference captioning, object permanence and counterfactual reasoning, VLM evaluation
Format
JPG / PNG / HEIC
Resolution
Native phone camera resolution (JPG, PNG, HEIC)
Total volume
10,000+ sequences (approx. 150 GB)
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.



