Computer Vision forRobotics
Robots rely on perception to navigate, sense and act in complex environments. Achieving human-level perception requires high-quality robotics datasets and high-performing models. FiftyOne empowers computer vision robotics teams to curate, analyze, and optimize visual data — so your robots see more, act faster, and perform reliably.
Benefits of computer vision in robotics
Build smarter robots with better data
FiftyOne helps robotics teams in computer vision turn raw images, video, and sensor data into actionable insights. From curating high-quality robotics datasets to evaluating and improving model performance, teams can accelerate development, reduce errors, and deploy robots that perform in the real world.
Increase quality and accuracy
Curate high-quality robotics datasets and use them to evaluate and tune models to deliver the accuracy and reliability needed for robotics production solutions.
Accelerate models from prototype to production
Streamline and automate the data pipelines that supply your development work, enabling faster iteration and getting to production-ready quality robotic datasets faster and more easily.
Focus on building, not data management
Save valuable engineering time spent on laborious data management and quality control so that engineers can focus on building more of what your customers love.
Use cases for machine learning in robotics
See more, fix faster, build better robots
Leaders and innovators in robotics rely on FiftyOne to boost data quality and model performance across computer vision use cases crucial to robotics solutions.
Object detection and recognition
Key tasks in robotics involve sensing and perceiving the environment to inform decision-making. Object detection and recognition techniques help robots perform their actions with precision.
Environmental monitoring and surveillance
Enable robotics systems to actively monitor and analyze their environment to detect obstacles, disruptions, and changing conditions to trigger alerts or active responses.
Visual inspection and quality control
Robots equipped with sophisticated visual systems can handle critical inspection tasks. These robots thrive even in harsh environments, accomplishing inspections swiftly and safely.
Autonomous navigation
Computer vision is a crucial foundation for autonomous navigation systems, allowing robots to perceive, understand, and maneuver through their surroundings.
UAVs and UUVs
Deliver solutions that navigate autonomously in complex environments and perceive their surroundings, identify obstacles, and maneuver safely through challenging settings.
Product assembly and manufacturing
Bring high precision to automated manufacturing robots, as well as to the loading, preparation, and assembly of raw materials and components for processing.
Robotics and Computer Vision Features
Designed for Robotics builders
FiftyOne natively supports and enables the computer vision building blocks needed to develop robust automotive AI solutions.
- Classification
- Detection
- Segmentation
- Polygons and polylines
- Keypoints
- Pointclouds
- Heatmaps
- Geolocation
- Embeddings
- Multiview datasets
- Images, videos, and 3D data
“We use FiftyOne Teams during model training to prep and select the data, then inspect the model’s performance on that data. On the other side, we take the inference results from our production models and test data to visualize and evaluate them in FiftyOne Teams. Doing this means we have an end-to-end process that closes the entire loop for us on model analysis.”
Shubham Kanitkar
Sr. Robotics ML Engineer, RIOS Intelligent Machines
Computer Vision and Robotics Resources
Learn more about visual AI in robotics
Take a deeper dive into how computer vision is transforming machine learning in robotics, and how your team can deliver robust visual AI solutions.
RIOS’s AI-Powered Robotics Solutions Run
RIOS selected FiftyOne Enterprise as its dataset management solution to efficiently organize and visualize 20TB+ of images, videos, and 3D data.
Learn how computer vision Is transforming robotics
Explore how computer vision and AI are transforming the Robotics Industry, including use cases, technologies, and companies at the cutting edge.
Data eats models for lunch
Talk to our computer vision experts to start building better robotics datasets and models.
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