Accurate 3D point cloud annotation services

We deliver accurate and consistent 3D point cloud annotations for a variety of use-cases, supercharged by our State of the art Annotation tool and an experienced labeling team.

Porsche 3D point cloud annotation

3D Point cloud cuboid annotation

Accurately identify objects in challenging lighting and weather condition, and give your ML models a new superpower. Useful in a variety of use-cases.

  • Robotics: Identify and manipulate objects in the real world.
  • Augmented reality: Create realistic and interactive 3D environments.
  • Autonomy: Detect and track vehicles, pedestrians, and other objects.
  • Engineering: Detect defects in construction and manufacturing.
LIDAR Sensor fusion annotation

A Comprehensive annotation solution for Sensor fusion

Camera image projection

Add as many camera images with each point cloud frame as you want. All annotations are automatically projected onto images to produce the highest quality annotations.

Object tracking

Track objects across sensors as well as across time with consistent object IDs across all modalities.

Formats

Your data comes in different formats. Whether its LIDAR or RADAR, we support all major formats and cameras.

Point cloud labeling QA Ebook
E-book

Practical tips on setting up Quality Assurance pipelines for Point Cloud annotation

Flowers 3D point cloud segmentation

3D Point cloud segmentation annotation

Extract more detailed and granular information about the objects in your 3D point clouds.

Whether you have dense pointclouds from a busy seaport or detailed RGB pointclouds of a face-scan, we can label all types of point clouds efficiently and at scale.

300 K +
point cloud scenes annotated in 2024
2000 +
experienced labelers on board
95% +
accuracy for annotations.

Integrate labeling with your data pipeline

With our enterprise plan, you get access to our Python SDK to access your data and annotations right from your own code.

Python SDK for image datasets

Validate

Pick random pointclouds and visualize them with labels.

Provide feedback

If you find incorrects labels, create an issue and add comments to let our team know how they can improve.

Download annnotations

Download all validated annotations the moment they are ready. No more communication delays.

Your data is valuable. Keep it safe.

We understand your data is valuable to you. Keep your data safe through a variety of different storage options.

Mindkosh Servers
Upload your data directly to our servers using our Python SDK. OR
Transfer your data to our AWS S3 bucket on a location dedicated for your project. This can be the easiest method to get started for large data volumes.
Cloud storage
Keep your data on your AWS S3 buckets. Simply share your access keys with us, and our labeling tool grabs your data directly from your S3 account.
Your data never passes through our servers.
On premises
We can deploy our labeling platform on your infrastructure, ensuring your data never leaves your premises. Our labeling team can then access the platform using VPN.
Air-gapped systems provide unparalleled security for your data.

What are you

building?

We would love to know what projects you are working on. Get in touch with us

Chat with us

We are always available through the chat widget at the bottom right of this page.
Schedule a consult
Schedule a free consultation session with us. This will not be a sales call - we promise!

Call us

Call us on +91 88-2648-1368, or leave us your phone number on the chat, and we will call you.

Why

Mindkosh

Transparent pricing, trained and scalable workforce and a propreitary state-of-the-art labeling tool are just some of the features that set us apart.

Pricing

Pricing models

We prefer per-asset pricing as it encourages quick response times. But we can also do hourly pricing..

Free demo

Send us a few samples of your data, and we will label them for free. No questions asked.

Workforce

Rapid Scaling

Scale rapidly - both up as well as down - with our large team of highly experienced labelers.

Security

Be assured of the security of your data with our highly controlled work environments. No data goes in or out.

Labeling software

Automatic annotation

Achieve superhuman level quality for your datasets with Automatic annotation.

Data storage

Store your data with us, third party storage services or directly stream from your own AWS S3 accounts.

Looking for a Lidar annotation platform ?

Mindkosh's Lidar annotation platform supports 3D point cloud annotation for a variety of use-cases - from aerial point cloud segmentation to Lidar Sensor fusion annotation.

Label data from multiple sensors with authority using efficient tools and establish a QA pipeline to ensure the annotations are high quality.

Lidar annotation platform

Frequently asked

questions

Do I need to provide a labeling tool?

We have specialised features to efficiently handle and label 3D data and prefer to use our software. However, we can also integrate with third-party tools of your choice.

How do I measure the quality of the labels?

We measure the quality of labels during the review phase. As a secondary method, you can also label a small portion of the data and match it with our labels to come up with a quality measure.

What if my data is domain specific?

Our labeler pool consists of generalists as well as specialists who can handle medical, financial and other type of datasets. We can also provide you labelers from a specific geographic location.

Can you track objects across scenes?

Yes. In many use-cases like autonomous driving datasets, objects need to be tracked across multiple scenes to identify them.

Can you update already labeled data?

Yes. Labeling your datasets is never a linear process. If you need some or all of your partially labeled data re-labeled, get in touch with us.

What about RGB pointclouds?

Our software can handle a variety of different point cloud formats - including RGB pointclouds. The added information allows us to label the pointclouds even better.