Visual AI in
Autonomous vehicles & solutions
FiftyOne accelerates development of autonomous and driver assistance solutions, helping teams get their AI on the road.
Benefits
Systematically analyze and refine datasets and models with FiftyOne
Unlock your AI’s full potential. From ADAS to driver monitoring and more, data quality makes or breaks AI model performance. FiftyOne helps you curate high-quality datasets, analyze data and model results, and streamline development—turning R&D into real-world success.
Increase productivity and efficiency
Automate dozens of computer vision workflows with FiftyOne so you can free up valuable engineering time and focus on what matters most.
Deliver features and innovations faster
Shave months of development time off your vision-based AI projects by using FiftyOne to accelerate data curation and model evaluation.
Save money
Avoid the unnecessary costs of manual data wrangling and overpaying for annotation and data collection by using FiftyOne to streamline and automate how you work with data.
Use cases
Power any visual AI use case in automotive
Computer vision plays a critical role in a wide variety of automotive use cases. That’s why leaders and innovators building solutions rely on FiftyOne.
Lane and object detection
Enhance the ability to detect and follow traffic lanes in tough conditions by quickly spotting gaps and outliers in training data and model results.
In-cabin analytics
Deliver new safety and improved driver experiences by using data insights to build reliable detection and analysis models.
Multi-camera sensor fusion
Group together visual data samples from multiple sensors and locations to create a better understanding of dynamic environments.
Lidar and radar point clouds
Build advanced solutions by being able to easily explore and visualize 3D data from multiple angles and sources.
Semantic segmentation
Analyze and improve perception of roads, obstacles, pedestrians, signs, and more to ensure safe navigation.
Video object tracking
Visualize videos, ground truth detections, and predicted trajectories to gain insights into your data and to evaluate model accuracy.
Features
How visual AI can help you
Easily organize millions of samples in multiple formats
Hands-free driving systems and vehicles rely on massive amounts of data. FiftyOne makes it easy to manage your samples across dozens of formats.
Multimodal datasets: images, videos, clips, frames, geolocation, and 3D lidar and radar point clouds
Any metadata you need: time of day, camera or device ID, location information, weather conditions, and anything else you need in your AI workflows
Any model you’re working with: lane detection, object detection, semantic segmentation, and many more
Quickly find the subsets of data you want
Sifting through massive amounts of data is like searching for a needle in a haystack. Pinpoint samples of interest in seconds using FiftyOne.
Create meaningful, balanced datasets: query samples by metadata to correct for imbalances
Accelerate training data selection: quickly find unique scenarios and anomalies in your data streams
Cover the edge cases: identify hard samples to strengthen your datasets and model performance
Only annotate what you need
Generating annotations can be complex, cumbersome, and costly. FiftyOne integrates with your favorite annotation tools to become your mission control for annotation workflows.
Stop passing data around: collaborate with teammates and vendors on a single source of truth
Stop overpaying for annotations: identify your most valuable samples to annotate, then automatically send them to your annotation vendor
Mitigate annotation mistakes: assess the quality of your annotations to improve both your datasets and models
Continuously build models that perform
Models don’t always perform on new, unseen data. FiftyOne gives you the ability to visualize and compare model performance so you can deploy into production with peace of mind.
Understand your model’s failure modes: browse model performance at the sample level so you can take the right steps to address failures
Embrace continuous evaluation: integrate FiftyOne into your training pipeline to evaluate and improve model performance and datasets with every model update
Manage dataset versions: track revisions to your datasets so you can view or rollback to previous versions of your datasets at any time
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
“From vehicle safety and autonomy to security systems to robotics, Bosch is a leader in artificial intelligence solutions utilizing computer vision. Voxel51’s solutions help us organize, evaluate and refine our data and models, enabling us to develop robust, reliable AI applications across multiple teams and projects. ”
Arvind Kumar Shekar
Lead Expert AI Validation, Bosch
Resources
Learn more about visual AI in automotive
Learn how visual AI is increasing safety, autonomy, and efficiency in automotive and mobility applications.
Solving the AI Blindspot: Using Data to Drive Models in Automotive
Too many automotive AI projects get stuck in neutral because of blindspots that lead to failures in the real world. The solution starts with changing how you work with your data.
How to Make the Best Self-Driving Dataset
In the race to safely release fully autonomous vehicles, understanding self-driving datasets is key. Join Daniel Gural, Machine Learning and Developer Relations expert at Voxel51, as he dives deep into the tools and techniques shaping the future of self-driving technology.
Data eats models for lunch
Talk to our computer vision experts to start building better datasets and models.
