Rugged AI Vision and Spatial Detection at the Edge: Au-Zone Maivin & Raivin

Maivin 2 is a modular camera sensor built around the Toradex Verdin family of System on Modules. It delivers high‑resolution imaging and low‑latency processing in a compact IP‑rated enclosure. Raivin extends the platform with radar‑vision fusion, combining camera and radar data to provide robust perception even in dust, fog or low‑light conditions. Both modules integrate Au‑Zone’s EdgeFirst Perception Engine and are supported by EdgeFirst Studio, a complete toolkit for spatial perception.

Maivin - Modular full-stack AI Vision System

Au‑Zone Technologies has over 15 years of experience in embedded computer vision and AI solutions, helping customers deploy intelligent systems in sectors ranging from marine mapping and space automation to off‑road equipment and robotics. As a Toradex ecosystem partner, Au‑Zone helps clients reduce development costs and shorten time‑to‑revenue when designing new vision‑enabled products. The Maivin 2 and Raivin modules are built on this partnership, combining Au‑Zone’s perception expertise with Toradex’s industrial‑grade hardware and Torizon’s built-in security, robust over-the-air updates and long‑term support.

EdgeFirst AI

Sensor Modules

Rugged, field‑ready Maivin (3D vision) and Raivin (4D radar‑vision fusion) modules that ensure fast installation and immediate deployment while reducing power, size and cost.

Datasets and Pipelines

Production‑grade 3D vision and 4D sensor‑fusion datasets with automated data‑collection pipelines to accelerate customization for new visual‑perception use cases.

AI‑Assisted MLOps

An enterprise‑grade, multi‑user SaaS platform that expedites data management, annotation, model training and validation - reducing time, effort and cost by up to 100x.

Perception Engine

A field‑proven spatial perception engine optimized for embedded SoCs and NPUs, delivering robust low‑latency performance.

Together, these tools allow customers to test pre‑trained perception models, collect new data, train custom models and deploy at scale.

Maivin 2 Vision Sensor

The Maivin 2 Vision Sensor is a rugged, high‑performance camera module designed for 3D visual perception. Its flexible design provides real‑time insights, enhanced durability and seamless integration.

High‑resolution imaging

Captures detailed visuals with 4 K/8 MP resolution and enhanced low‑light sensitivity, enabling precise object recognition in poor visibility.

Real‑time processing

Delivers 30 fps with under 150 ms latency, supporting immediate decision‑making for tasks such as automated harvesting and autonomous navigation.

Rugged, compact design

Operates reliably in harsh conditions thanks to an IP‑67‑rated enclosure and a wide –40 °C to +65 °C temperature range.

Scalable configurations

Available as an Off-the-Shelf module with pre‑trained EdgeFirst Perception Engine and ROS 2 interface; as a Development Kit for custom model training; or as a Full‑Custom solution tailored to specific requirements.

These features make Maivin 2 ideal for off‑road vehicles, robotics and industrial automation where precise, low‑latency vision is critical.

Raivin 4D Radar + Vision Module

The Raivin module combines high‑resolution camera data with 4D radar to create a robust perception system. It is designed for off‑road and industrial environments where low‑light or adverse weather can impair camera‑only solutions. When paired with the EdgeFirst Perception Engine, Raivin surpasses optical‑only sensors and supports rapid deployment and customization.

Low‑level radar & vision fusion

Merges radar data and vision inputs to provide enhanced spatial awareness and reliable performance in low‑visibility conditions.

High‑fidelity perception

Delivers spatial data through radar‑vision fusion, exceeding the accuracy of standard and 4D radar for detailed scene understanding.

Seamless integration

Supports GPS, Wi‑Fi, LTE and automotive Ethernet interfaces to simplify deployment and accelerate data collection.

Rugged design

IP‑67‑rated compact module built for harsh environments.

Scalable configurations

Offered as a pre‑trained standard module with ROS 2 interface; as a development kit with access to DeepView Enterprise MLOps; or a full‑custom design.

Raivin delivers reliable safety, efficiency and scalability in challenging environments.

Benefits and Use‑Cases

These modular sensors and the supporting EdgeFirst software stack enable OEMs and system integrators to:

Toradex Hardware

Both Maivin 2 and Raivin are built around Toradex Verdin System on Modules, starting with the Verdin iMX8M Plus, and providing a reliable embedded platform with long‑term availability. The Verdin iMX8M Plus module offers an integrated neural processing unit (NPU) ideal for machine‑learning workloads, multiple MIPI CSI‑2 interfaces for connecting cameras, industrial‑temperature ratings and long‑term software support. These capabilities ensure that Maivin 2 and Raivin can run advanced perception models while meeting the reliability requirements of industrial customers.

Torizon IoT Platform

Maivin 2 and Raivin rely on Torizon to ensure that they can be securely deployed at scale, receive firmware updates over unreliable networks, and be monitored to detect issues before they impact operations. Torizon integrates an industrial Linux distribution, development tools, remote updates and fleet monitoring, enabling modern, iterative product development with high reliability and security. EdgeFirst Studio leverage Torizon OTA to deploy models through subsystem updates.

Getting Started

Standard Modules

Include the pre‑trained EdgeFirst Perception Engine and ROS 2 interface, ready for immediate integration.

Development Kits

Provide hardware, software and access to the DeepView Enterprise MLOps platform for rapid prototyping and custom model training.

Full‑Custom Designs

Au‑Zone can deliver fully customized modules tailored to specific applications.

To discuss your project, request a product brief or book a demo, please contact Au‑Zone and Toradex through our partner network.

Partner Network

Videos and On-Demand Webinars

AI-Powered Semantic Segmentation with Au Zone’s Maivin 2 based on Verdin iMX8M Plus
Next-Gen Object Detection with NXP, Au Zone, Torizon
Deploying AI-Powered Spatial Detection at the Edge: Lessons from Real-World Applications
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