Retail product recognition
Supermarket shelves and individual products with tight bounding boxes.
Overview
Images captured in real stores across mixed lighting with 500+ SKU classes. Roughly a third of the set is deliberately hard: occlusion, glare on packaging, partially empty shelves. That is where checkout and planogram models fail.
Specification
- Resolution
- 1920x1080 and 4K
- Format
- JPG
- Annotation
- 2D box, COCO and VOC
Sample
Illustrative sample. It shows the structure, fields and metadata of this dataset with invented values, not real recordings or records. A real sample pack is sent on request.
| file | width | height | device | lighting | label_type | label_summary | annotator_id | qa_status | consent_ref |
|---|---|---|---|---|---|---|---|---|---|
| sample_0001.jpg | 1920 | 1080 | Android mid-range phone | daylight | bounding boxes | 3 items | ann_0040 | accepted | consent_03100 |
| sample_0002.jpg | 3024 | 4032 | Android budget phone | indoor | bounding boxes | 5 items | ann_0043 | accepted | consent_03101 |
| sample_0003.jpg | 1080 | 1920 | iPhone | low light | bounding boxes | 2 items | ann_0046 | accepted after review | consent_03102 |
| sample_0004.jpg | 4032 | 3024 | Android mid-range phone | daylight | bounding boxes | 7 items | ann_0049 | accepted | consent_03103 |
| sample_0005.jpg | 2560 | 1440 | Laptop microphone | indoor | bounding boxes | 4 items | ann_0052 | accepted | consent_03104 |
Quality assurance
- Double-blind annotation
- IoU above 0.9 against gold
- Manual spot checks
More in the catalogue
Full catalogueReceipt and price tag OCR
Crumpled receipts, shelf labels and price tags with word boxes and key-value links.
Learn moreFinancial document OCR
Invoices, statements and forms with word boxes, key-value links and table structure.
Learn moreFacial expression images
Consented facial capture across regions, ages and lighting, labelled by expression.
Learn moreWant a real sample before you commit?
The sample above shows the structure. We also send a representative slice that includes the hard cases, plus the QA report and licence terms. No call required.
