Drone Computer Vision Development
Let’s develop computer vision for drones and other unmanned vehicles to make them collect information and do task independently.
DAC.digital Builds Custom Computer Vision Models for a Drone or UxV Hardware
Our deep learning experts can design, build, and deploy a custom computer vision model that helps your drone fly autonomously, detect obstacles and other objects of interest, gain spatial awareness, create a detailed map of the surrounding environment, and make decisions based on visual input.
Core Computer Vision Tasks that We Can Add to Your Drone or UxV
Object Detection
Make your drones spot items, people, and animals mid-flight. This can help your drones and UAVs avoid collisions with objects or other drones and locate predefined targets without human intervention.
Object Classification
Train your drones and other unmanned vehicles to recognize objects that are captured by sensors and label them. Use this data to tag footage for faster analysis.
Semantic Segmentation
For high-precision mapping, route planning, and detailed surface analysis, use semantic segmentation, a computer vision task that divides an image into regions and assigns a class label to each pixel, allowing drones to understand the environment at a much finer level.
End-to-End Drone Computer Vision Services
Step 1
Data collection
We help you collect the full dataset and annotate it carefully, so you can train a quality computer vision model that’s efficient and capable of what you want to achieve.
Step 2
Model training
We develop and train custom computer vision models that’s custom-made to your drone’s mission, be it detecting infrastructure damage, tracking your crop or stock, or mapping out the surroundings.
Step 3
Model Optimization
We fine-tune your model based on tests in the real world and we work to maximize accuracy, so you can expect efficient drone operations. We also ensure the model is tested under difficult conditions.
Step 4
Model Deployment
We integrate the computer vision model we’ve built for you on your UxV or UAV hardware, so you can process a video stream locally and enable object recognition, autonomous navigation, and data collection.
Talk to us!
Let’s hear you out.
Tell us what you’re working on and we’ll help you scope it out, execute it, and scale it.
What Kind of Sensors You Can Use to Collect Data for Computer Vision?
RGB Cameras
Use the most common sensors in drone-based computer vision. Capture high-resolution images and video for basic computer vision tasks in great lighting.
Thermal and Infrared Cameras
Detect heat signatures to monitor electrical systems and industrial machinery, track animals, or find humans in search-and-rescue operations. Assess fire risk and heat loss for predictive maintenance or safety monitoring.
Multispectral and Hyperspectral Cameras
Capture data beyond the visible spectrum to analyze material properties and biological health, so you can monitor vegetation vitality and crop stress, analyze soil quality and water content, and detect material compositions in geology.
LiDAR
Help your UxV and UAV navigate complex areas and build accurate elevation and terrain models. LiDAR sensors use laser pulses to create detailed 3D maps of environments. It’s great for topographic mapping, infrastructure modeling, and autonomous navigation.
Ultrasonic and Radar Sensors
Measure distances with sound or radio waves and operate in foggy or dusty conditions. They are essential for safe indoor navigation, precision landing and obstacle avoidance when the light isn’t the best for standard cameras.
Environmental Sensors
Pair visual data with sensors that measure atmospheric variables such as temperature, humidity, and atmospheric pressure. It’s great for weather-aware flight planning and collecting even more information from the flight.
Let’s talk about your idea!
Explore Other AI Services for Uncrewed Vehicles
Aside from helping you develop a computer vision model that runs on drone hardware, we also offer comprehensive AI services, including:
- Advanced fleet coordination – efficiently manage multiple uncrewed platforms simultaneously;
- Precision mapping – generate accurate, high-resolution maps using aerial or ground data;
- Mission management – plan, execute, and monitor autonomous operations seamlessly.
These capabilities turn uncrewed aerial or land-based platforms into intelligent, autonomous operators.
What Else Can You Add?
Sensor Fusion: Combine data from multiple sensors to improve the accuracy and reliability of drone navigation and perception. By integrating various sensor data, sensor fusion allows drones to make more informed decisions in challenging environments.
Dashboards and apps: Build a centralized dashboard for real-time monitoring and comprehensive data analytics. Add an app to see the data whenever you need it.
Custom Integrations: Customize the computer vision system to meet your exact needs, whether it’s for specialized hardware, unique operational workflows, or specific data outputs.
Learn About Our Other Services
Let’s Build Custom Computer Vision for Drone or UxV
Improve your drones with computer vision, introduce new ways to perform tasks in your vertical, or change your manufacturing approach with AI. Leave us a message, and let’s discuss the details.
Contact us!
Send us an email: [email protected]