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Features

VISIONAIRY® integrates data from multiple sensor modalities to ensure reliable operation under all environmental conditions.

 

Our advanced sensor fusion algorithms significantly reduce drift compared to standalone visual or inertial estimation. This ensures precise and reliable trajectory estimation, even during extended operations in GPS-denied environments.

Visual Cameras - High-resolution RGB imaging for feature detection and tracking

Thermal Imaging -  Infrared sensing for night operations and through-obstacle detection

Inertial Measurement - Precision motion tracking independent of external references

Onboard Computing - Executes the VIO pipeline in real-time.

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visionairy®

visual inertial Odometry - IR | EO

Modern UAVs and ground robots often operate in environments where GNSS is unavailable, unreliable, or disrupted such as indoors, urban canyons, deep valleys, or under jamming conditions. Visual-Inertial Odometry - IR | EO (VIO) enables precise motion estimation by fusing camera imagery and IMU data, ensuring reliable localization in these challenging scenarios.

Why Visual Inertial Odometry- IR | EO?

Our Visual Inertial Odometry - IR | EO (VIO) algorithm provides a robust localization fallback in GNSS-denied environments. Its innovative design allows it to operate efficiently on various camera sensors with minimal CPU and memory usage.

GPS-Independent Localization

Efficient Performance

Robust Motion Estimation

See how it works

Benefits

GNSS-Independent Localization

Provides a robust fallback solution using only passive sensors, ensuring reliability even in GNSS-challenged environments.

Efficient Performance

Operates seamlessly on low-power hardware, making it ideal for resource-constrained platforms.

Enhanced Accuracy with Visual Odometry

Can be seamlessly combined with visual odometry to further improve positional accuracy and update rate.

  • These performance metrics are for demonstrative purposes only, based on configurations with proven results. Actual performance may vary by setup. Our algorithms are optimized for use with any chip, platform, or sensor. Contact us for details.

    update rate

    Up to 200 Hz

    initialization time

    <1 second

    Maximum Velocity

    20 m/s with full accuracy

    Operating Range

    Unlimited (environment-dependent)

    Drift

    <0.1% of distance traveled

  • Supported companion hardware

    Nvidia Jetson, ModalAI Voxl2 / Mini, Qualcomm RB5, IMX7, IMX8, Raspberry PI

    Supported flight controllers

    PX4, APX4, Ardupilot

    Basis-SW/OS

    Linux, Docker required

    Interfaces

    ROS2 or Mavlink

    Interfaces

    ROS2 or Mavlink

    Input - Sensoren

    • Any type of camera (sensor agnostic)

    • Any type of global orientation (optional)

    Input - Data

    • Any type of camera (sensor agnostic)

    • Any type of IMU

    • GNSS position data for intial position referencing

    • In case of aerial vehicles: current flight altitude

    • Intrinsic & extrinsiv sensor calibration

    Output - Data

    • Real-time visual position estimate

    • Accurate metric 3D velocity estimate

    Minimum

    Recommended

    RAM

    2 GB

    4 GB

    Storage

    20 GB

    50 GB

    Camera

    640 x 480 px, 10 FPS

    1920 x 1080 px, 30 FPS

    IMU

    100 Hz

    300 Hz

    The information provided reflects recommended hardware specifications based on insights gained from successful customer projects and integrations. These recommendations are not limitations, and actual requirements may vary depending on the specific configuration.


    Our algorithms are compatible with any chip, platform, sensor, and individual configuration. Please contact us for further information.

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get started with Visual Inertial Odometry

Our Visual Inertial Odometry empowers robots to navigate complex environments with precision. Learn how it improves pathfinding, spatial awareness, and operational efficiency for your specific use case.

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