Egocentric Manual Labor & Textile Mill — India (15000 Hours)

Data Product Features

• First-person (head/chest-mounted) video capturing textile mill manual labor tasks
• High-speed loom monitoring and fabric sorting sequences
• Manual tailoring and packaging operation workflows
• Metadata: activity labels, environment tags, session identifiers

Distribution

• Format: Video files (MP4)
• Data Volume: 15000 hours of footage across multiple recording sessions
• Delivery: Custom delivery (cloud storage transfer upon purchase)

Usage

• Robotics Perception: Training egocentric vision models for textile mill monitoring and fabric handling tasks
• Human Activity Recognition: Modeling manual tailoring and packaging behavior patterns
• AR/VR Applications: Building immersive industrial textile-manufacturing training experiences
• AI Training: Fine-tuning large multimodal models on real-world first-person textile mill data

Coverage

• Geographic Coverage: India (textile and garment manufacturing mills)
• Time Range: Recent multi-session capture (2025-2026)
• Demographics: Adult mill workers performing manual textile labor tasks

License

AI Training Rights

• Use the Data Product to train, fine-tune, and evaluate machine learning models, including large language models.
• Incorporate Data Product content into models and commercialize resulting model outputs.
• Create derivative works (model weights, embeddings, etc.) for any lawful purpose.

• The Data Product itself may not be sold, redistributed, or shared outside of licensed usage.
• Licensee must comply with all applicable laws, including data protection and privacy regulations.

Who Can Use It

• Data Scientists: For training machine learning models on egocentric textile mill data.
• Researchers: For academic or scientific studies in human activity recognition.
• Businesses: For textile manufacturing analytics, AI development, and process optimization.

Data Dictionary