Near-Identical Object Groups (5,000 images)

Near-Identical Object Groups (5,000 images)

IMAGE

COMMERCIAL

LABELED

Gather three or more near-identical items in one frame, photograph close enough to show the differences, write what distinguishes them. Obviously different objects, groups under three and unnamed features are refused; ten per contributor, from a global base strongest in Southeast Asia, the United States and Europe. The note is free text that tells you where to look; object classes are uncontrolled, spreading the set across household, retail and workshop items: general fine-grained discrimination, not one domain. Fine-grained data usually needs an expert labeler; here it is the owner, who knows which is which. A VLM that can name the distinguishing feature is doing something most still cannot; the human answer is the reference.

Volume

5,000+

Images

Contributors

1,000+

Regions

100+ countries

Updated

Technical specs

Technical specs

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

Data modality

Images

Annotated

Labeled (distinguishing feature)

Exclusivity

Non-exclusive rights

Capture tool

Phone camera (in app)

Use cases

Fine-grained visual discrimination, VLM attribute and difference description, near-duplicate item retrieval

Format

JPG / PNG / HEIC

Resolution

Native phone camera resolution (JPG, PNG, HEIC)

Total volume

5,000+ images (approx. 15 GB)

Regions

100+ countries

Purity level

99%+ passed QA review

Ready to test
this dataset?

Ready to test
this dataset?

Get a sample set to evaluate, or talk to our data team about volume, exclusivity, and custom collection.

Get a sample set to evaluate, or talk to our data team about volume, exclusivity, and custom collection.