Orion-The-Lab/wooden_window_factory_01_enriched_v1.5

Real industrial data, AI-ready for Physical AI

ORION WWF1 – Enriched Sample Pack v1.5 (Physical AI Edition)

🌟 The Evolution: Beyond Anonymization

The ORION WWF1 v1.5 Enriched pack is the professional evolution of our baseline industrial dataset. While version 1.0 focused on privacy-first anonymization, v1.5 transforms raw video into actionable intelligence.

This pack includes 10 representative clips from a high-intensity wood-processing facility, now featuring Certified Human-in-the-Loop (HITL) annotations across three distinct enrichment layers: Safety Compliance (PPE), Activity Recognition (HAR), and Industrial Environment (Physical AI).

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Visual Preview (Certified Annotations)

Clip SRC_021	Clip SRC_029	Clip SRC_039
PPE & HAR Audit	Physical AI Context	Operational Logic

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1. Dataset Summary & Mission

ORION WWF1 is a specialized dataset for Physical AI and Industrial Safety. It captures authentic worker-machine interactions in a Wooden Window Factory (WWF1).

• Mission: To provide high-fidelity, privacy-compliant data for training models that understand complex industrial workflows.
• Enrichment: Every frame is enriched with spatial and temporal metadata, audited by human experts to ensure "Zero False Negative" reliability.

2. Enrichment Layers (The "Triple Threat")

🟢 Layer 1: HAR (Human Activity Recognition)

Full temporal sequences of worker actions.

• Format: har_annotations.csv
• Labels: cutting_wood, carrying_object, assembling, operating_machine, standing_idle, walking, inspecting, cleaning.
• Accuracy: Audited at 1.0s temporal resolution.

🔵 Layer 2: PPE (Safety Compliance)

Multi-zone equipment verification per worker.

• Format: ppe_summary.csv + compliance_report.html
• Zones: Head, Eye, Hearing, Respiratory, Hand, Body, Legs, Foot.
• Standards: Compliant with industrial HSE (Health, Safety, Environment) reporting.

🟣 Layer 3: PHYSICAL AI (Environmental Context)

Deep semantic understanding of the industrial workspace.

• Format: physical_ai_environment.json
• Data: Machine types ("cnc_machine"), floor conditions, navigation hazards, camera POV parameters.
• Geography: Documented industrial hub in Romania.

3. Dataset Structure (Premium Layout)

ORION_WWF1_v1.5_ENRICHED/
├── samples/              # Final MP4 Deliverables (1080p, Anonymized)
├── previews/             # Visual thumbnails and previews
├── integrity/            # Master raw annotations & manifest
├── har_annotations.csv   # activity recognition sequences (HAR)
├── ppe_summary.csv       # worker safety compliance records (PPE)
├── physical_ai_environment.json  # industrial context & Physical AI metadata
├── orion_v1.5_technical_spec.json # Unified field specifications
├── DATASHEET.md          # technical deep-dive & methodology
├── LICENSE               # usage terms (v1.5 Enriched)
└── README.md             # this documentation

4. Collection & Methodology

Data was collected using calibrated industrial POV and fixed-angle cameras during active production cycles.

• Environment: Woodworking factory (high noise, dust, variable artificial lighting).
• Privacy: Irreversible Gaussian Anonymization (V4 Pipeline) applied to all human subjects.

5. Annotation & HITL Process

Unlike purely automated datasets, the ORION Enriched v1.5 utility follows our Proprietary Adjudicator Workflow:

1. AI Predetection: Automated BBox and Activity proposals.
2. Human-in-the-loop (HITL): 100% manual review of every frame and sequence.
3. QA Certification: Final signature verifying zero-leak privacy and annotation accuracy.

6. Certified Feature Metadata

Feature	Status	Specification
Clip Count	10 Clips	HD 1080p, 30fps (Anonymized)
BBox Annotations	✅ Included	Professional COCO JSON format
PPE Detection	✅ Certified	8-Zone Compliance Audit (Humanified)
HAR Action Sequences	✅ Certified	Temporal Temporal localization (HITL)
Physical AI Context	✅ Included	Scene Graph & Industrial Metadata
Integrity	✅ Verified	Full SHA-256 Recursive Manifest

7. Use Cases

• Safety Analysis (HSE): Building models for automated safety non-compliance alerts.
• Production Efficiency: Cycle time analysis and bottleneck identification.
• Robotics & Digital Twins: Training autonomous agents to navigate and interact with industrial assets.

8. Integrity & Licensing

• Integrity: Every file is signed via SHA-256 (see manifest.sha256).
• License: Distributed under the ORION Sample Data License (v1.5 Enriched). Pro R&D use permitted.

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🚀 About ORION

ORION – Industrial AI Data Lab is the bridge between industrial privacy and AI performance. We deliver "Small Data with Big Impact" for the manufacturing sector.

Explore more: orion-the-lab.com | LinkedIn