AI module for autonomous UAV system optical navigation

AI/ML & CV algorithms to provide UAV excellence in unstable, GNSS-denied environments
Keep eyes on targets

10+

years of proven AI/CV expertise

2+

years of building UAV technology

20+

skilled military & defense engineers

A fallback companion computer to empower UAV navigation in airspace with compromised GNSS connection. The enemy’s electronic warfare won’t restrain UAV missions, and operators won’t lose valuable equipment – all without heavy investment.

A critical military edge in scenarios when failure is not an option.

The module is similar to standard GNSS add-ons you’ve seen – it’s designed to provide location information. The difference that makes it unique – it relies on captured visual information, not unstable satellite signals, which are oftentimes jammed or spoofed on battlefields.

Abto Software is your go-to partner to unlock new prospects in operating UAVs & FPV drones in combat.

Smart vision. Safer flights.

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AI-based optical drone navigation without needing satellite signal

GNSS-independent missions

The module will keep UAV systems on mission even when GNSS connection is jammed/spoofed, or unavailable. A weak satellite signal is not an issue – ML and VO algorithms will help to lock exact positioning with precision, thus providing reliable backup. 

A smart decisive edge when facing electronic warfare – UAV systems that don’t lose their way when it matters.

A plug-in UAV extension

The module is built to integrate with different UAV platforms and offer an upgrade without spending a fortune. An installation as simple as plugging in standard GNSS modules without buying custom airframes or retrofits – a reliable, battle-ready solution at scale.

Minimize investment, maximize compatibility & resilience.

AI-based optic drone navigation: how does it work?

The module is a bottom-facing camera that’s mounted like standard GNSS add-ons and runs on a Jetson SBC. The solution will perform visual calibration by using satellite signals and switch to automatic visual navigation the moment the connection is degraded – all without direct intervention.  

The add-on doesn’t require specialized training:

1
Mount and connect module
2
Upload waypoints, map tiles, and other mission data
3
Let module run calibration
4
Check module before flight – camera view, gimbal stabilization, confidence values, and telemetry

The module instantly switches to autonomous visual navigation as soon as the GNSS connection is weak or lost. If necessary, the operator can manually override commands.

After landing, VO traces, ML records, and logs are available for debrief and analysis.

See more. Forget guesswork.

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AI drone navigation system: key components

Visual odometry

Visual odometry is used to evaluate UAV movement by locating and matching visual features between frames. It calculates displacement gradually over periods, which makes it reliable for short-range UAV trajectories.

Machine learning

Machine learning is used to adjust predicted locations from time to time and discard accumulated deviations. The frames are compared with preloaded map snippets to find the most similar tiles to the ones recognized.

Aggregator submodule

The submodule will combine VO and ML outputs to narrow the search and distinguish similar-looking objects. This approach solves ambiguity in visually similar areas to maintain a precise UAV location.

Autonomous drone navigation system: key features

Plug-and-play connection to integrate as easily as standard GNSS add-ons
Real-time processing that’s powered by the Jetson SBC
Visual odometry for accurate UAV tracking
Machine learning to adjust UAV location
A custom CV & ML algorithm to offset accumulated errors
ML training and experiment tracking pipeline to enable ongoing upgrade
Code encryption to protect mission-related information
Detailed logging for debrief and analysis
Why us

Why us

AI & CV innovation for military

By leveraging AI & CV techniques, our autonomous UAV modules are pushing beyond today’s GNSS limitations. Neither spoofing or jamming can’t stop mission success.

Among others, we deliver:

  • GNSS-independent optical UAV navigation 
  • EW-insensitive last-mile FPV navigation 
  • Stabilized position and altitude FPV hover
  • Target recognition and tracking FPV features

Our solutions in combat

The modules we developed are already actively applied in combat and deliver critical advantage to soldiers. They’re built to withstand common countermeasures of enemies and harsh weather conditions with resilience.

Our solutions are showing:

  • Temperature range from -20°C to +50°C
  • Wind resistance up to 12 m/s 
  • Stable position with an up to 8° drift 
  • Support for angles of up to 25° tilt 

Domain expertise and adherence

For over two years, we have been partnering with manufacturers of drones and specialized mission computers. We know the value of following NDAA and STANAG requirements and understand MSP and MAVLink protocols.

What’s more, we build:

  • Field-ready enclosures
  • User-centric interfaces
  • Electrical components
  • Circuit boards

Best-in-class talent for defense

We stack 20+ specialists who have proven knowledge and experience in both UAV excellence and engineering. Our goal – to secure mission success by automating dangerous tasks.

In particular, we master:

  • Control theory algorithms
  • Automatic payload calibration
  • Adaptive mission planning
  • Smart obstacle avoidance

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