Visual AI in
Robotics
Robots need to reliably and accurately sense and understand their environments. Achieving human-level perception requires both high-quality data and high-performing models. FiftyOne is here to help!
Benefits
Revolutionize robotics development with Voxel51
Delivering new advances in robotics solutions requires high-quality data and high-quality models. Leading AI builders use FiftyOne to enable them to refine and utilize visual data throughout development.
Increase quality and accuracy
Curate high-quality datasets and use them to evaluate and tune models to deliver the accuracy and reliability needed for production solutions.
Accelerate time to production
Streamline and automate the data pipelines that supply your development work, enabling faster iteration and getting to production-ready quality faster and more easily.
Do more of what matters
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
FiftyOne helps visual AI projects execute with precision
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.
Features
How visual AI can help you
Understand and curate all your sensor data
Utilize powerful visualizations to understand your data like never before. Load image, video, radar, and lidar samples into FiftyOne to curate your sensor data all in one place.
Quickly find what you’re looking for
Sort, slice, and search your dataset any way you like — with natural language, an image, or filtering operations — to quickly find the samples you’re looking for.
Instantly improve data quality issues
Easily spot image quality issues across your dataset. Find the pesky images that are hurting your performance, then apply transformations instantly using FiftyOne’s Albumentations integration.
Easily compute and visualize embeddings
Reveal hidden patterns and spot outliers in your samples through embeddings visualization. Choose from multiple ways to generate embeddings and specify the dimensionality reduction method to use.
features
Designed for AI 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
“Everything we do from the MLOps side interacts with FiftyOne Teams. It’s becoming the hub where all the spokes are connected. It’s like GitHub for code, but for our datasets.”
Matt Shaffer
VP of AI & Co-founder, RIOS Intelligent Machines
“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
Resources
Learn more about visual AI in robotics
Take a deeper dive into how computer vision is transforming robotics, and how FiftyOne can help your teams deliver robust visual AI solutions.
RIOS’s AI-Powered Robotics Solutions Run on FiftyOne Enterprise
RIOS selected FiftyOne Teams as its dataset management solution to efficiently organize and visualize 20TB+ of images, videos, and 3D data
How Computer Vision Is Transforming Robotics
Explore how computer vision & AI are transforming the Robotics Industry, including use cases, technologies & companies at the cutting edge.
Data eats models for lunch
Talk to our computer vision experts to start building better datasets and models.
