Retail shelf photo and inventory text data, what the camera sees, what the stock sheet says
A shelf camera or a store associate's phone captures what's on the shelf right now. A matching inventory note says what should be there. Pairing the two gives a model both sides of the same moment, useful for anything that checks stock against what a shelf actually shows.
What is retail shelf photo and inventory text data?
Retail shelf photo and inventory text data pairs a photograph of a store shelf with a written note about its stock, so a model can learn to read a shelf image the way a stock check actually describes it.
This typically includes the shelf or aisle photo, shot the way a store camera or associate's phone sees it, plus a matching text note covering what's stocked, what's missing and where. Products in frame can be boxed and labeled separately through annotation if needed.
This category maps to our Data collection service. See image data for the wider picture of image work in retail and beyond.
A model that has to reconcile two data types at once, what was said and what was shown, needs training examples where both sides are real and aligned, not stitched together after the fact. That alignment is often the actual source of errors once a multimodal system reaches production.
This category at a glance
- Data type
- Multimodal
- Service
- Data collection
- Who works on it
- Contributors from our network of 30,000+ people worldwide, matched to your brief.
- Review
- A review pass checks the text against the shelf photo before delivery.
- Your data
- NDA first, used only for the agreed scope, returned or deleted when you ask.
- First step
- A small free sample before you commit.
Where shelf and inventory data fits
This category runs through our Data collection service. You can also browse every category on the datasets hub.
More in this category: Hindi Chat and Voice Support Data, Video and Transcript Captioning Data and Automotive Dashcam Video and Voice Alert Data.
Questions about shelf and inventory data
The datasets FAQ covers questions that apply across every category.
Is the inventory text made up or from a real stock system?
Neither by default. We write plausible stock records that match what's visible in the photo, to the format you specify in the brief.
Can you flag gaps on the shelf, not just what's stocked?
Yes. Out-of-stock gaps and misplaced items can be marked in the paired text alongside the photo.
Can you box or segment the products in the photo as well?
Yes, through our Computer vision service, in addition to the shelf and inventory pair.
Do you shoot the shelf photos yourselves?
Yes, through our Data collection service, matched to the store setting and angle you describe.
Can this be paired with other data types across a larger project?
Yes. Multiple data types, languages or domains can be combined under one brief and one named contact, using our 30,000+ person network and a track record of 150+ delivered projects.
Request this category
Pick the data type, add the languages and a rough volume, and send it. We'll produce a small sample free before you commit.
- Your named contact replies within one business day.
- We sign an NDA before any data changes hands.
- We produce your free sample, then agree the full scope.
This opens your email app with the brief filled in. Nothing is sent until you press send. You can also use the contact page.