GPS-Denied Navigation

Reliable UAV navigationwhen GPS cannot be trusted.

KALGARD Systems develops onboard navigation technology for drones operating in GNSS-denied, jammed, spoofed, or unreliable environments.

Focus

GNSS-denied

Navigation for degraded or unavailable satellite signals.

Approach

Onboard

Visual-inertial estimation combined with map-based correction.

Stage

Prototype

Active development, flight testing, and technical validation.

Current program

MerlinSight

MerlinSight by KALGARD
MerlinSight prototype navigation module

System note

MerlinSight is being developed as an onboard module for resilient localization in degraded environments.

Overview of the MerlinSight processing pipeline
Mission

Why this matters

Reliable positioning is a hard requirement for UAV operations, yet GNSS is not always available or trustworthy.

KALGARD is building navigation systems that help drones maintain localization and mission continuity when satellite signals degrade, are spoofed, or disappear.

Prototype and UAV integration work in the KALGARD workshop

Development context

Hardware and flight integration work focused on practical UAV deployment constraints.

What We Build

MerlinSight

MerlinSight is an onboard navigation system for UAVs designed for GPS-denied operation.

It combines visual-inertial navigation with in-flight correction from map and satellite imagery to support robust localization in degraded environments.

Onboard architecture

Prototype module

Onboard architecture

Designed to sit on the aircraft and preserve navigation when GNSS quality breaks down.

System overview

System overview

Visual-inertial navigation

Onboard estimation from camera and inertial sensing to maintain a continuous position solution.

Map-based correction

Uses live camera imagery with map and satellite references to correct drift during flight.

UAV integration

Built to support onboard navigation decisions on operational UAVs, not just post-flight analysis.

Road and map matching visualization

Correction approach

Map-based localization

MerlinSight uses environmental structure and reference data to help correct drift when GNSS cannot be relied on.

Keypoint matching detail
Trajectory error performance visualization

Evaluation

Flight-test analysis

Performance is assessed through trajectory-level analysis to track localization behavior across a full flight path.

Applications

Where it fits

MerlinSight is relevant to UAV operations that need resilient localization when GNSS performance becomes unreliable.

Defense and security UAVs

Critical infrastructure monitoring

Operations in GNSS-degraded environments

Credibility

Research to product

KALGARD Systems is an INRIA-incubated company focused on resilient UAV navigation.

Focused technical development

The company is building MerlinSight at the intersection of onboard perception, navigation, and UAV integration.

Incubation

Inria logo

The company is being developed with INRIA incubation support.

Workshop testing and prototype preparation
Recruiting

Join the engineering effort

KALGARD is currently recruiting an R&D Engineer in Autonomous Navigation and Embedded Systems through INRIA incubation.

Open role

R&D Engineer, Autonomous Navigation and Embedded Systems

The role focuses on MerlinSight development across embedded navigation, onboard perception, hardware integration, and field validation.

LocationSophia Antipolis
ContractFull-time CDD, 10 months
Target start dateJuly 1, 2026
Apply byMay 24, 2026

Profile

Advanced C++ or Python, embedded systems, navigation.

The position is aimed at engineers comfortable with real-time systems, state estimation, and onboard UAV software.

View Official Job Offer
Contact

Start the conversation

We welcome conversations with UAV manufacturers, defense and aerospace partners, public innovation stakeholders, investors, and engineers interested in the problem space.

Call to action

Partnerships, pilots, and technical discussions.

Get in touch if you are exploring resilient navigation, integration into a UAV platform, investment, or opportunities to work together.

Contact Information