Cuboids
3-dimensional cuboids to describe the width, height and depth of targeted objects.
Segmentation
Full semantic, instance or panoptic segmentation of point clouds.
Accelerate the Development of AI Applications
Scale 3D Sensor Fusion is the industry standard-setting, advanced annotation platform for 3D sensor data. Capable of supporting inputs from any LiDAR, RADAR and camera, machine learning teams trust Scale 3D Sensor Fusion to accelerate and ensure the successful deployment of accurate perception models.
ML-Powered Data Labeling
The Scale AI Platform is built by machine learning engineers for machine learning engineers. Scale 3D Sensor Fusion leverages machine learning to power pre-labeling and tooling to produce large volumes of high-quality training data.
Automated Quality Pipeline
Tech-enabled quality assurance systems built into the product to reduce costly human review without sacrificing quality. Customers are also provided transparency in regards to quality with a QA tool and dashboard metrics.
Highly Trained Workforce
A large, globally distributed workforce of highly trained labelers with years of experience annotating 3D sensor data for the most challenging scenarios allows customers to scale up multiple large data pipelines without increasing the size of internal teams.
Develop 3D detection and tracking models with cuboid or segmentation annotation. The Dependent Tasks API can also be used to label some parts of 3D Sensor Fusion tasks with cuboids (e.g. vehicles) and others with segmentation (e.g. vegetation) to leverage the benefits of both annotation types.
Develop prediction and planning models using 3D attributes. Cuboid attributes for behavior and intent include gaze detection and turn signals. We also offer linked instance IDs describing the same object for long tasks, and linking of related objects (e.g. a vehicle and trailer).
Estimate the geometric structure of lanes and boundaries by using 3D Sensor Fusion segmentation annotation with intensity as an optional input parameter for greater accuracy. Talk To Us if you need line & spline or polygon annotation in 3D.
Easy to Start, Optimize and Scale
Build models you can trust while maximizing operational efficiency and reducing the cost of ML projects.
Cuboid
Segmentation
client.createLidarAnnotationTask({
instruction: 'Label all cars, pedestrians, and cyclists in each frame.',
labels: ['car', 'pedestrian', 'cyclist'],
meters_per_unit: 2.3,
max_distance_meters: 30
}, (err, task) => {
// do something with task
});Trusted by World Class Companies
Scale 3D Sensor Fusion is trusted by leading machine learning teams to develop more accurate perception models.
One of the things we love about Scale AI is the fact that we can fully label the world [...] to understand as much as possible, including scenarios we don’t foresee today.
Adrien Gaidon
Machine Learning Lead, TRI
Scale has a team of very talented engineers who really understand the problems in training machine learning models, of data annotation, and of data quality.
Oliver Cameron
Cofounder, Voyage