Labels tied to model behaviour.
- person bounding box
- helmet state
- reflective vest state
- safety-shoe visibility
- restricted-zone polygon
- occlusion level
- camera condition
Workplace safety vision · Image + video
Warehouse PPE Detection
A visual dataset concept for detecting required protective equipment and restricted-zone safety events across realistic warehouse environments.
Catalogue statusIllustrative custom specification
Reference volumeIllustrative 48K-frame specification
Delivery modelScoped pilot → versioned production
Designed for
Computer-vision teams building workplace safety, compliance monitoring and incident-prevention systems.
Every specification is adapted to the buyer's model, production environment, data rights and measurable acceptance criteria.
Primary use cases
- Helmet, vest and safety-shoe detection
- Restricted-zone intrusion detection
- Worker-level PPE compliance scoring
- Safety-event evaluation benchmarks
Variation before volume.
- Indoor and semi-outdoor facilities
- Day, night and mixed lighting
- Fixed CCTV and handheld views
- Occlusion, crowding and distant subjects
- Different uniform and PPE styles
Quality target
Target: ≥97% audited label acceptance on an agreed sample
Targets are agreed during scoping and reported only after measurement on the applicable delivery.
Quality controls
- Gold-set reviewer calibration
- Geometry and class audits
- Edge-case oversampling
- Cross-frame consistency checks
- Defect taxonomy with rework tracking
Delivery format
COCO JSON, YOLO export and MP4/JPEG media
Buyer-specific schema and storage requirements can be incorporated before production.
Example file package
01
images/ or videos/02
annotations_coco.json03
classes.yaml04
splits.csv05
dataset_card.md06
quality_report.pdfEvidence travels with the files.
- Source and rights summary
- Capture and coverage specification
- Annotation guide with positive and negative examples
- Sampling and acceptance report
- Known limitations and version manifest
What buyers should understand.
- Illustrative catalogue specification—not a ready-made licensed dataset
- Final geography, camera mix and PPE classes require project scoping
- Performance depends on production-environment similarity
Build from this pattern
Turn your requirement into a pilot.
Share the model objective, target environment, approximate volume and delivery constraints. We will respond with the questions needed to scope a credible dataset.
Request this dataset pattern ↗