Image & video data · ready-made dataset
Kiryana and informal retail imagery
Retail vision models are trained on supermarket shelves with even lighting and clean facings. A kiryana store is none of those things: mixed packaging, hand-stacked shelves, occlusion, and whatever light comes through the door. This set is what informal retail actually looks like, annotated at SKU level.
Datasheet summary
What is in Kiryana & Informal Retail Imagery
Kiryana store and roadside stall shelves with SKU-level boxes, occlusion and lighting variation.
| Dataset ID | TDA-IV-004 |
|---|---|
| Modality | Image |
| Languages / coverage | 6 Pakistani cities |
| Typical first delivery | 20k–200k images |
| Free sample | 500 images with annotations and full metadata, within one business day |
| Provenance | Collected in Pakistan; collection date, location, contributor pseudonym, device profile and consent version on every record |
| Licence | Perpetual, worldwide, sublicensable; derivative-model rights stated explicitly. Exclusivity optional. Licensing detail |
| Delivery | Your S3, GCS or Azure bucket with manifests, checksums, QA report and datasheet |
| Guarantee | 14-day acceptance window; anything outside signed tolerance re-collected free |
Included in every delivery
- Kiryana store and roadside stall shelves
- SKU-level bounding boxes
- Occlusion and lighting variation
- Six Pakistani cities
Built for
- Shelf-audit and planogram compliance for informal retail
- SKU detection and recognition in emerging markets
- Occlusion- and lighting-robust product detection
- Distribution and merchandising analytics for FMCG
Evaluate before you buy
Start with the free sample, then a pilot
Request 500 images with annotations and full metadata from Kiryana & Informal Retail Imagery — identical in format and quality to the paid corpus, no watermark, no sales call. Pilots are creditable against production and start within five business days of a signed SOW.
Average first response under 6 business hours. NDA signed same day.
- Consent form, licence text and DPA available before you commit
- Datasheet lists composition, QA method and known limitations
- Subsets by language, region or condition on request
- Custom collection to your spec using the same protocol
Answers
Questions about this dataset
Every visible product is boxed at SKU level; occlusion and lighting conditions are tagged per image so you can evaluate by condition.
Yes. Custom capture against your product list uses the same store network and annotation protocol.
A typical first delivery is 20k–200k images; the free sample is 500 images with the same annotation.