Industrial & Commercial Monocular Egocentric Video Dataset
Egocentric & First-Person Data
Tags and Keywords
$379,000
About
About
A large-scale collection of real-world monocular egocentric (first-person) video recordings capturing human activities across industrial, manufacturing, retail and commercial environments.
The collection includes 31,735 hours of industrial video, with additional commercial activity recordings available subject to inventory confirmation.
Captured from the perspective of human operators, the videos document natural interactions with tools, equipment, materials, products and workplace environments.
Designed for Robotics, Physical AI, Embodied AI, Computer Vision, Vision-Language Models (VLMs) and imitation learning, the dataset supports AI systems learning from real-world human demonstrations.
Available as an off-the-shelf (OTS) dataset under non-exclusive commercial licensing, with flexible volume selection and custom delivery.
Data Product Features
1. Monocular First-Person Video
- Human-worn, first-person RGB video recordings
- Single-camera (monocular) perspective
- Typically Full HD (1920 × 1080) at 30 FPS
- Captured using wearable cameras and other recording devices
- Authentic industrial and commercial workplaces
- Real human actions rather than simulated activities
2. Industrial Dataset Coverage
| Dataset Category | Available Hours |
|---|---|
| Electronic Assembly | 8,000 |
| Metal & Electrical Work | 500 |
| Textile Manufacturing | 15,110 |
| Metal Processing | 4,000 |
| Garment Manufacturing | 2,500 |
| Metal Work | 75 |
| Metal Furniture Manufacturing | 1,500 |
| Metal Grinding | 50 |
| Total Industrial Footage | 31,735 |
3. Commercial Activity Coverage
Additional monocular first-person recordings of retail and commercial workplace activities, with available tasks and recording volumes confirmed upon request.
4. Human Demonstrations & Task Coverage
- Electronics assembly, wiring and soldering
- Component handling and inspection
- Metal cutting, drilling, grinding and fabrication
- Textile cutting, sewing and finishing
- Garment production, folding and packing
- Furniture manufacturing and assembly
- Retail and commercial workplace activities
5. Metadata & Sensor Availability
Depending on the selected recording, available information may include:
- Activity and task descriptions
- Task categories and sequences
- Tools, equipment and objects involved
- Recording duration and technical specifications
- Session-level metadata
- Action labels and annotations
- IMU motion sensor data for selected recordings
Important: The standard video modality is monocular RGB. Stereo video, depth maps, 3D hand skeletons and synchronized high-frequency IMU are not included as standard features of this product. Any additional sensor data must be confirmed separately.
Distribution
- Video Type: Monocular RGB, first-person
- Industrial Data Volume: 31,735 hours
- Commercial Data Volume: Subject to inventory confirmation
- Video Format: Primarily MP4
- Resolution: Typically 1920 × 1080 (Full HD)
- Frame Rate: Typically 30 FPS
- Data Structure: Organized by industry, activity, task and recording session, where available
- Metadata: Task-level and session-level information, where available
- Annotations: Available for selected recordings
- IMU: Available for selected recordings; synchronization and specifications vary
- Delivery Method: Custom secure cloud delivery
- Dataset Selection: Flexible by industry, activity and required volume
Exact video counts, storage size, recording durations and available metadata will be confirmed for the selected dataset before delivery.
Usage
This dataset is suitable for:
- Robotics & Physical AI: Training models to interpret human actions, physical tasks and workplace interactions.
- Imitation Learning: Learning task sequences and manipulation behavior from human demonstrations.
- Embodied AI: Understanding tools, objects, environments and physical activities.
- Vision-Language Models: Video understanding, task interpretation and multimodal AI training.
- Computer Vision: Human action recognition, activity classification and human-object interaction analysis.
- Industrial Automation: Understanding manufacturing workflows and manual production activities.
- Retail & Commercial Robotics: Studying human workflows and interactions in commercial environments.
- AI Model Evaluation: Evaluating model understanding of real-world industrial and commercial activities.
Coverage
Geographic Coverage: Asia, with industrial recordings sourced from India as identified in the dataset inventory. Commercial recording locations are confirmed by selected subset.
Industry Coverage:
- Electronics manufacturing
- Electrical assembly
- Metal processing and fabrication
- Textile and garment manufacturing
- Furniture manufacturing
- Retail and commercial workplaces
Capture Environments: Real-world factories, workshops, production facilities and commercial workspaces.
Collection Period: Varies by dataset and recording session.
Participants: Human operators performing real-world activities.
Excluded Categories: Household, agricultural and transportation datasets are offered separately.
License
Proprietary – Non-Exclusive Commercial Licensing
The dataset is available under non-exclusive licensing, allowing TRANSFORM Solutions to license the same recordings to multiple customers.
Permitted commercial AI training, evaluation, fine-tuning and derivative uses are governed by the applicable licensing agreement and verified underlying rights.
The original video files may not be resold, redistributed or shared without authorization.
Dataset volume, permitted uses, pricing and delivery terms are agreed before purchase.
Who Can Use It
- Robotics Companies: Human demonstration learning and robotic manipulation research
- Physical AI Developers: Real-world task and action understanding
- AI Research Laboratories: Embodied intelligence and multimodal learning
- Computer Vision Teams: Human activity and object interaction modeling
- Manufacturing Technology Companies: Industrial process understanding and automation research
- Retail Automation Companies: Commercial activity recognition and workflow understanding
- Universities & Research Institutions: Academic research in robotics and AI
Data Dictionary
The following fields represent dataset inventory attributes and metadata potentially available for selected recordings. They are not guaranteed for every video.
| Column Name | Data Type | Description |
|---|---|---|
| dataset_id | String | Dataset or collection identifier |
| dataset_category | String | Industrial or commercial activity category |
| industry_type | String | Industry classification |
| task_category | String | Task grouping or activity family |
| task_description | Text | Description of performed activity |
| tools_objects | Text | Tools, equipment or objects involved |
| video_duration | Numeric | Recording duration in seconds |
| video_resolution | String | Video resolution |
| frame_rate | Numeric | Frames per second |
| camera_type | String | Monocular RGB / first-person |
| capture_device | String | Recording hardware, where documented |
| recording_environment | String | Industrial or commercial workspace |
| imu_available | Boolean | Availability of IMU data |
| action_labels | String/List | Activity annotations, where available |
| recording_location | String | Recording location, where documented |
| license_type | String | Non-exclusive commercial |
Additional Information
TRANSFORM Solutions provides off-the-shelf monocular egocentric video datasets for Robotics, Physical AI and commercial AI model training.
Key Highlights:
- 31,735 hours of industrial monocular egocentric footage
- Additional commercial activity recordings available subject to confirmation
- Real human demonstrations in authentic workplaces
- Diverse manufacturing, assembly and tool-use activities
- Task metadata and annotations available for selected recordings
- Non-exclusive commercial licensing
- Flexible dataset selection and volume-based pricing
- Small representative samples available upon request
- Custom secure delivery
Stereo egocentric video datasets are offered separately and are not included in this listing.
Contact TRANSFORM Solutions for technical specifications, sample recordings, available metadata and commercial quotations.
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$379,000
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