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visionairy®

freespace | collision prevention

Freespace provides fast, vision-based obstacle detection to enable real-time collision prevention for robots across air, land, and water—without the need for active sensors.

Why Freespace | Collision Prevention?

Collision avoidance is a critical requirement for autonomous systems operating in the air, on the ground, or at sea. Freespace offers a passive, vision-based solution that leverages high-speed depth estimation to detect obstacles in real time—without relying on costly or power-intensive active sensors like LiDAR.

Unlike traditional segmentation or object detection methods, Freespace operates deterministically, making it ideal for safety-critical applications. Its optimized algorithm works seamlessly with both monocular and stereo depth inputs, providing a fast, reliable, and scalable path to robust collision prevention across platforms.

Cross-Platform Ready

Lightweight & Efficient

No Manual Labeling Needed

See how it works

In this example, you can see that even detecting power lines is no problem for our VISIONAIRY® Collision Prevention.

Benefits

Passive Sensing

Relies exclusively on passive sensing for efficient and robust performance.

Enhanced Safety

Offers deterministic behavior, ideal for safety-relevant applications with minimal computing overhead

High Detection Accuracy

Achieves over 99% detection rate in street scenarios when combined with object detection.

Features

Freespace brings fast, reliable collision prevention to any robotic system by leveraging advanced, vision-based depth estimation.

Designed for flexibility, it operates with a wide range of camera configurations and hardware platforms—delivering safe, deterministic performance without the complexity of traditional perception stacks.

Real-Time Obstacle Detection - Rapid, frame-by-frame identification of navigable space using depth data.

Vision-Based & Passive - No need for active sensors — works purely from camera input, reducing cost and power usage.

Deterministic Behavior - Consistent, predictable performance ideal for high-safety applications.

Flexible Camera Compatibility - Can be used with any camera setup, including RGB and IR in mono or stereo configurations.

Hardware Acceleration Ready - Supports deployment on a wide range of embedded and edge devices, leveraging hardware acceleration (e.g., GPUs, NPUs).

No Semantic Labels Required - Eliminates the need for manual annotation or object classification—purely geometry-driven.

Scalable Across Platforms - Designed for use in aerial, ground, and maritime robotics systems.

  • 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.

    accuracy

    ±5% deviation depending on the used domain

    update rate

    Up to 100 Hz

    initialization time

    <10 seconds

    Operating Range

    Unlimited (environment-dependent)

  • Supported companion hardware

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

    Basis-SW/OS

    Linux, Docker required

    Interfaces

    ROS2

    Input - Sensors

    Any type of camera (sensor agnostic)

    Input - Data

    Dense depth estimation of the camera frame

    Outputa - Data

    Binary mask of unoccupied pixel that can be mapped to depth estimation

    Minimum

    Recommended

    RAM

    2 GB

    4 GB

    Storage

    40 GB

    60 GB

    Camera

    640 x 480 px, 20 FPS

    1280 x 720 px, 60 FPS

    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 blockage detection - camera

Don’t let blocked cameras steer your robots wrong. Let’s chat about how our Camera Blockage Detection keeps them seeing clearly and moving in the right direction.

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