Powering Physical AI with Real-World Ego Datasets

Real-World Egocentric Video Data Collection Services

Multi-Scenario Real-World Data Capture Professional Data Annotation & Labeling & Platform

Custom Ego Datasets Delivery

From the physical world to digital assets. We provide high-quality, highly adaptable, and ultra-precise raw training data to accelerate the training and iteration of Embodied AI, Vision-Language-Action (VLA) models, and Physical AI Models.

Partner with us

Our Ego Data Collection Scenarios

We partner with diverse operational spaces to dive deep into real-world, front-line scenarios, capturing professional human behaviors & demonstration data.

Smart Home & Domestic Care

Capturing daily life interactions and household chore management. Data includes kitchenware washing, floor cleaning, laundry sorting & folding, refrigerator organizing, countertop wiping, food heating, and plant care.

Request Demo Datasets

Warehousing & Logistics

Focusing on warehouse operations and logistics workflows. Data includes item picking, barcode scanning, sorting & boxing, parcel sealing, and palletizing.

Request Demo Datasets

Medical & Healthcare Operations

Centered on clinical nursing and assistive medical tasks. Data includes medical instrument transfer and usage, patient posture adjustment, and specimen collection & processing.

Request Demo Datasets

Retail & Supermarket Merchandising

Focusing on retail store inventory management and shelf maintenance. Data includes product restocking, shelf alignment, heavy lifting & stacking, and item sorting.

Request Demo Datasets

Hotel Housekeeping & Guest Services

Focusing on room preparation, deep cleaning, and guest amenity management. Data includes bed making & linen changing, bathroom sanitizing, towel folding & restocking, trash disposal, floor vacuuming, and minibar replenishment.

Request Demo Datasets
Hotel Housekeeping & Guest Services
Office & Workspace Management

Office & Workspace Management

Centered on office environment maintenance, desk organization, and daily administrative support tasks. Data includes desk decluttering & wiping, whiteboard cleaning, trash sorting, document shredding & filing, printer paper reloading, and pantry coffee station maintenance.

Request Demo Datasets

Need More Data Collection Scenarios?

Contact Us Now

  • 50,000+ Hours of High-Fidelity Egocentric Data

  • Body-Free Binocular & Bare-Hand Interaction

  • 20+ Major Categories & 150+ Real-World Scenes

  • 100% Real Workflows

real-world-ego-data-collection-scenes

Our Solutions

real-world-ego-data-collection-for-retail-service

Real-World Egocentric Data Capture

Tailored for Embodied AI training, we provide FPV egocentric multimodal data collection services covering complex environments, professional tasks, and real-world workflows:

  • First-Person Human Demonstrations: High-fidelity FPV data captured from real human operators.

  • Large-Scale & High-Difficulty Capture: Scalable data collection covering highly complex and professional manipulation tasks.

  • Precision Multimodal Alignment: Synchronized capture of video, IMU, and spatial data with microsecond-level temporal alignment.

First-Person View Data Collection

First-Person View Data Collection

Designed specifically for embodied intelligent autonomous perception and decision-making, it collects first-person perspective data closely resembling human behavior patterns:

  • Supports SLAM trajectory calculation, outputting accurate spatial positioning data

  • Focuses on fine hand movements, recording operational details such as grasping, placing, and assembling

  • Covers spatial layout and object interaction data in scenarios such as home, office, and industry

  • Adapts to the perception and decision-making training needs of humanoid robots, mobile robots, and industrial robots

Multimodal Data Synchronous Acquisition

Multimodal Data Synchronous Acquisition

Supports simultaneous acquisition of multimodal data across all dimensions, ensuring precise temporal alignment:

  • Color Video: 4K lossless binocular video, recording complete visual information

  • IMU Sensor Data: Raw data from accelerometers and gyroscopes, including independent timestamps

  • Ego Pose: Coordinate and quaternion pose information, recording spatial motion trajectory

  • Calibration Parameters: Complete calibration data including resolution, camera intrinsic/extrinsic parameters, vignetting coefficient, etc.

High Quality Data Annotation & Labeling

High Quality Data Annotation & Labeling

Meeting the demand for high-quality multimodal data processing, we provide end-to-end annotation services from raw preprocessing to fine-grained labeling:

  • Advanced Preprocessing: Face/privacy blurring, camera distortion correction, and 3D point cloud reconstruction.

  • AI + Human-in-the-Loop: A dual-assurance mechanism combining AI pre-labeling with meticulous manual verification.

  • Specialized Annotations: High-precision tracking of skeletal keypoints, 3D hand poses, and action semantic segmentation.

Integrated Data Management

Integrated Data Management

We have independently built a full-chain data management platform to achieve integrated closed-loop management from data acquisition, cleaning, slicing to annotation:

  • Collection: Connects to our self-developed Ego collection device for multimodal raw data capture.

  • Cleaning: Quality screening, noise reduction, and temporal alignment to remove low-quality samples.

  • Slicing: Slices task segments according to training requirements.

  • Annotation: AI + human collaboration supports specialized annotation of skeletal points, 3D poses, and behavioral semantics.

High-Quality-Out-of-the-Box Datasets Delivery

High-Quality, Out-of-the-Box Datasets Delivery

Providing standardized, scenario-rich, and ready-to-use egocentric datasets optimized for training Embodied VLA and World Models:

  • 1,000+ Hours of Real-World Data: An established, deliverable dataset spanning diverse real-world scenarios.

  • Rich Multimodal Modalities: Datasets containing synchronized RGB video, high-frequency IMU data, and 3D hand poses.

  • Seamless Integration: Fully compatible with mainstream model training frameworks and data formats.

Our Ego Video Data Collection Hardware

FPV Head-Mounted Egocentric Camera | Video Data Collection Camera

$1,100.00

Version: Full Hat

Quantity

ADD TO CART
BUY NOW

Product Description

VDEgo-C2 Product Description

VDEgo-C2 is an industrial-grade, all-in-one wearable camera for embodied ai and high-fidelity video data collection device. Specially engineered for egocentric (first-person) vision datasets, VLA (Vision-Language-Action) models, and world model training, it seamlessly integrates binocular RGB cameras with a high-precision IMU. Weighing under 300g, this fpv head mounted camera offers a zero-burden, "wear-and-capture" experience with secure local storage and wireless multi-terminal control—making it the ultimate tool for AI researchers, robotics labs, and data collection vendors worldwide.
 

Key Features & Performance

True First-Person Perspective (Ego-Vision)

Designed to replicate the human field of view, the VDEgo-C2 captures authentic human-eye perspective data. It is the ideal head mounted camera for data collection involving complex hand-object interactions, tool usage, and spatial navigation.

Synchronized Binocular RGB + IMU Data

Equipped with dual RGB cameras and a high-precision Inertial Measurement Unit (IMU), the device ensures microsecond-level synchronization between visual feeds and motion data. This multimodal synchronization is crucial for reconstructing precise device trajectories and training robust physical AI models.

Ultra-Lightweight & Ergonomic Design

Weighing less than 300g, the VDEgo-C2 features an optimized, balanced headband design. It eliminates neck fatigue during extended sessions, enabling researchers and operators to perform all-day, real-world data collection in comfort.

Secure Local Storage & Offline Capture

To protect proprietary and sensitive training data, the VDEgo-C2 writes data in real-time to an onboard high-speed SD card with hardware-level encryption support. Built-in physical buttons and acoustic feedback (prompt tones) allow for instant, independent offline recording without requiring a continuous network connection.

Wireless Control & Real-Time Visualization

Our integrated video data collection system features dual-terminal Web UI access (PC and mobile). Users can wirelessly preview low-latency live feeds, remotely trigger start/stop recording, configure camera parameters, and monitor synchronous upload progress over local Wi-Fi.

Open APIs & Trajectory Reconstruction

VDEgo-C2 comes standard with a dedicated data parsing toolkit. It supports raw data decryption and offline SLAM/trajectory reconstruction. With fully open APIs and SDKs, developers have unrestricted access to raw sensor data for seamless secondary development.

Technical Specifications 

Parameter Specification
Camera Type Binocular RGB Camera (Stereo Vision)
Sensor Synchronization Hardware-level synchronization (RGB Video + IMU)
IMU High-precision 6-axis / 9-axis Inertial Measurement Unit
Weight < 300g (Ultra-lightweight ergonomic headband)
Storage Local High-Speed MicroSD Card (Supports hardware encryption)
Connectivity Dual-band Wi-Fi (for Web UI & wireless transfer), USB-C (for charging & data)
Control Interface Physical on-device buttons (with audio prompts) + Wireless Web UI
Compatibility Fully open APIs & SDKs; supports ROS/ROS2 and custom Python pipelines
Mounting System Versatile clamp structure compatible with textile-based headwear/caps

Primary Applications

  • EGO First-Person Multimodal Datasets: Capture synchronized video and motion data to build gold-standard datasets for human behavioral analysis.
  • VLA (Vision-Language-Action) Model Training: Provide high-quality bimanual manipulation ego video datasets to help robots learn imitation, manipulation, and action planning.
  • World Model Training: Utilize synchronized IMU trajectories and stereo video to reconstruct 3D scene geometry and dynamic environmental physics.
  • Academic & Robotic Research: An open-source friendly platform for computer vision departments, university labs, and AI research institutes.

Return & Warranty

If you’re not fully satisfied, please fill in our Contact us form and we’ll quickly work to correct the problem.

Contact us

High-Quality Custom Ego Datasets

Request Demo Datasets

Custom Solution Workflow: Standardized Data Pipeline

Step 1:

Requirement Confirm

Based on your model training objectives, we evaluate the required data modalities, scenario complexity, and annotation specifications to deliver a structured collection scheme and detailed schedule.

Step 2:

Data Collection

We deploy our proprietary Ego-FPV wearable devices to capture synchronized RGB, IMU, and pose data. The system supports offline one-touch recording and online remote monitoring. Operators execute tasks based on standardized task cards to ensure consistency and balanced scenario coverage.

Step 3:

Data Cleaning & Annotation

Raw data undergoes quality filtering, denoising, and temporal alignment. We perform precise action segmentation, object detection, and semantic labeling, followed by multi-round QA to output high-standard training data.

Step 4:

Datasets Delivery

We deliver standardized, high-quality datasets supporting mainstream formats (including .mp4, .avi, .csv, .json, .pcd, .ply) accompanied by comprehensive documentation—completely ready for your training pipeline.

Our Story

Virdyn is a professional egocentric video data collection service vendor who is pioneer in full-stack, self-developed hardware and software solutions. We boast a comprehensive data collection matrix, including full-body motion capture teleoperation systems and the VDEgo FPV wearable camera series, backed by our proprietary data processing toolchains.

With a mature, large-scale operational system, Virdyn provides end-to-end professional services for Embodied AI multimodal data production. We are dedicated to building the most efficient, precise, and trustworthy data infrastructure for the physical AI era.

Learn more

Virdyn Blogs: Insights, Tech, & Embodied AI

Contact us for Your Data Requirements

Partner with us in building real-world datasets for Physical AI

Enter your email for custom requirements&demo datasets&news.