Transform Every Smartphone into The Eyes of Autonomous Driving

With Vision AI + VSLAM + BLE hybrid positioning, we enable precise indoor and outdoor navigation without expensive LiDAR. Redefine the future of autonomous driving with just a camera.

VSLAM Engine (Mobile Optimized)
BLE Hybrid Absolute Coordinate Correction
YOLO Real-time Object Detection
LLM-based Natural Language Navigation Commands

Live Preview

VSLAM + YOLO + BLE Overlay

Keypoints · Bounding Boxes · POI Markers

Technologies

Mobile Development

FlutterDartKotlinSwiftAndroid NDKJNIC++iOSCross-Platform

AI & Computer Vision

YOLOObject DetectionObject TrackingSORTReIDncnnMediaPipeTensorFlow LiteLLMVision AIOpenCV

SLAM & 3D

Visual SLAMStella-VSLAMORB FeaturesKeyframe3D ReconstructionPoint CloudPose EstimationRTAB-Mapg2oEigen

AR/VR

ARCoreARKitAugmented Reality

IoT & Communication

BLEBluetooth Low EnergyWebSocketREST APIReal-timeIoT

Backend & Infrastructure

MicroservicesFastAPIPythonDockerKubernetesROS2

Methodology

Clean ArchitectureTDDCI/CD

Technology

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VSLAM Engine

Mobile camera-based position estimation and map building

YOLO Object Detection

Real-time recognition of people, obstacles, and signs

BLE Hybrid Positioning

Absolute coordinate scale correction + drift suppression

Automatic POI Building

POI database generation through object + wireless signal fusion

Crowd Density Analysis

Direction diversity analysis based on Shannon Entropy

LLM Navigation Commands

Natural language → navigation strategy (path/safety/efficiency)

Products

Mobio Follow

Beta

Autonomous navigation for smart trolleys/golf carts

Request Demo View Gallery

Mobio AMR

Soon

Indoor logistics mobile robot

Reserve Beta View Gallery

Mobio Service

Soon

Service/guide robot navigation

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Services

Mobio Core / Feature / Cloud / App / Embedded

On-device Mobio SDK

The core brain of autonomous driving. Embedded in smartphones or embedded devices, it handles indoor environment recognition and navigation control.

Core (Basic Autonomous Driving Engine)

Vision-based real-time position estimation
Automatic indoor space map generation
Straight, stop, turn, speed control
Adaptation to indoor environment changes
Lightweight design (single smartphone device operation)

Feature (Extended Function Modules)

Follow: Automatic recognition and tracking of people, golfers, workers
Point-to-Point navigation: Autonomous movement to designated locations
Obstacle recognition & avoidance: Automatic detection of people, carts, fixed objects
Map & POI auto-building: Space recognition without separate mapping work
Crowd density-based path control: Stable navigation even in complex environments

Select and apply only needed features → Flexible B2B customization

Mobio App

An intuitive control app for field operations. Designed to allow operators and users to easily control and call autonomous driving devices.

Key Features

Follow / Send / Recall: User tracking, destination transmission, one-touch call
Instant connection: Fast smartphone-based pairing
Field-friendly UI: Usable by non-experts, minimal training costs

Use Cases

Golf cart calling at golf courses
Worker tracking in logistics centers
Hospital/facility transport cart control

Cloud SaaS – AI Teammate

A SaaS platform that centrally manages all devices equipped with Mobio SDK in the cloud. A platform that creates scalability and recurring revenue.

Fleet & Map Management

Multi-device integrated management
Centralized indoor map & POI management
Device status monitoring

Operation Analytics

Navigation log collection
Usage pattern analysis
Operational efficiency reports

AI Teammate (Extended Vision)

AI agent per navigation device
Natural language command-based control
User and environment learning-based judgment

Indoor Mobility SaaS platform combining autonomous driving + Agentic AI

Mobio Embedded Autonomy Module

Raspberry Pi 5 + AOSP based

An embedded autonomous driving module that can immediately apply Mobio SDK in product form. Extends smartphone-based Mobio technology to Raspberry Pi 5 + Android (AOSP) environment, optimized for mass production and productization.

Hardware

Raspberry Pi 5
Multi-camera input support
Motor controller / sensor interface integration

Software

Android-based AOSP
Mobio On-device SDK embedded
Mobio App / Cloud SaaS integration

Same software stack from smartphone to embedded

Core Autonomy

Vision-based indoor position estimation
Automatic indoor map generation
Basic navigation control (stop / turn / speed)

Feature Modules

User following (Follow)
Point-to-Point navigation
Obstacle recognition & avoidance
Map & POI auto-building
Crowd density-based path control

Mobio App

Follow / Send / Recall control
Field operator control UI

Cloud SaaS (AI Teammate)

Device status monitoring
Navigation logs and operational data management
Multi-device fleet management

Item	Traditional Approach	Mobio Embedded
HW Development	Custom design required	Proven Pi 5 based
OS	Linux customization	Android (AOSP)
Autonomous Driving	Individual development	Ready-to-use SDK
Productization	Excessive time and cost	Fast mass production transition

Main Application Targets

Electric golf trolleys (OEM / ODM)Logistics/transport robotsHospital/facility transport cartsService robotsSmart shopping carts

A Raspberry Pi 5-based standard module that enables the fastest launch of autonomous driving products.

R&D / Patents

Download Documents

VSLAM-based Hybrid Positioning System

Summary, drawing preview, and PDF link will be bound here

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Automatic POI Building and Context-Aware Autonomous Navigation

Summary, drawing preview, and PDF link will be bound here

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Crowd Density Calculation Based on Movement Direction Entropy

Summary, drawing preview, and PDF link will be bound here

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Partners / Collaboration

Safeway

Loas

PoC Inquiry

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Contact: contact@mobiolabs.net · Daejeon Creative Economy Innovation Center (Planned)