Orion-The-Lab/wooden_window_factory_01_sample_pack

ORION WWF1 – Representative Sample Pack v1.0

1. Dataset Summary

ORION WWF1 is a high-fidelity industrial dataset designed for the next generation of industrial AI...

Visual Preview (Sample Clips)

Clip SRC_021	Clip SRC_029	Clip SRC_039
High-Intensity Anonymization	Privacy-First Industrial Vision	Industrial POV Perspective

2. Dataset Description

The dataset captures real-world operations within a Wooden Window Factory (WWF1). Unlike general-purpose video datasets, ORION focuses on the "Industrial POV," capturing complex interactions between workers, machinery, and raw materials.

• Primary Goal: Facilitate the development of AI models that respect worker privacy without compromising technical accuracy.
• Key Feature: Irreversible high-intensity anonymization certified for industrial compliance.

3. Dataset Contents

The sample pack includes:

• 10 Video Clips: 1080p @ 30fps, 30 seconds each.
• Anonymization Metadata: Stability logs and tracking fingerprints.
• Full Taxonomy: Hierarchical classification of industrial assets.
• Technical Schemas: Formal JSON/Markdown definitions for all metadata fields.

4. Dataset Structure

ORION_WW_PACK/
├── samples/              # Deliverables (MP4 + QA Logs)
├── manifest/             # TSV mapping of all assets
├── integrity/            # SHA-256 verification files
├── orion_wwf1_fields_schema.json  # Metadata specification
├── orion_wwf1_taxonomy.json       # Asset hierarchy
├── DATASHEET.md          # Technical Deep-Dive
└── LICENSE               # Usage Terms

5. Data Collection

Data was collected using calibrated industrial cameras (POV/Head-mounted) within a functioning wood-processing plant.

• Environment: High-noise, variable lighting, industrial machinery.
• Personnel: Certified operators performing routine production tasks.

6. Annotation Methodology

While this sample pack focuses on the video stream, the underlying ORION methodology employs:

• Temporal Consistency: Annotations are tracked across frames with EMA-smoothed trajectories.
• Privacy-First Masking: All human identifiers are masked using a dual-model approach (Face detection + Head silhouette scanning).

7. Quality Assurance (QA) Process

Our Zero False Negative policy ensures every human subject is protected:

1. AI Predetection: Automated scan for all human presence.
2. Human-in-the-loop (HITL): 100% manual review of all detection tracks.
3. QA Certification: Automated verification of blur intensity (Kernel 99x99) for every frame.

8. Schema Description

The dataset utilizes a standardized schema (v1.1) to ensure interoperability with industrial MLOps pipelines. Key fields include:

• clip_id: Unique identifier.
• anonymization_verified: Boolean certification.
• industrial_context: Metadata regarding the specific factory zone.

9. Taxonomy

The ORION Taxonomy covers:

• EPI (PPE): Helmets, Gloves, Protection glasses.
• Tools: Hand tools, Power tools.
• Machinery: Saws, CNC machines, Assembly lines.

10. Dataset Figures (Full Dataset Roadmap)

Feature	Sample Pack (This)	Full Dataset (In Development)
Clip Count	10 Clips	622 clips (v1.x extended)
Total Duration	5 Minutes	~5.2 Hours
Anonymization	100% Certified	100% Certified
Screenshots	N/A	9000+ High-Res with BBox/Seg
Physical AI	N/A	Action & Context Description
Advanced HAR	N/A	Human Activity Recognition

Physical AI, HAR, and EPI detection are currently in active development and are not included in this demo pack.

11. Use Cases

• Safety Analysis: Detecting PPE and dangerous maneuvers.
• Production Efficiency: Cycle time analysis in manufacturing.
• Privacy Research: Benchmarking anonymization robustness.

12. Limitations

• Volume: Being a sample pack, it is not intended for large-scale training.
• Class Depth: Restricted to the wood-processing sector.

13. Licensing

Distributed under the ORION Sample Data License. Usage is permitted for internal R&D and professional evaluation. Redistribution is prohibited.

14. Citation

ORION Dataset: wooden_window_factory_01 (wwf1). ORION – Industrial AI Data Lab (2026).

15. About ORION

ORION – Industrial AI Data Lab is at the forefront of Securing Industrial Data and Empowering Intelligence. We bridge the gap between industrial privacy and AI performance.

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