INDUSTRIES

Reduce Risk for ADAS & Autonomous Vehicles

From advanced driver-assistance systems to autonomous vehicles, power your ML models with the most accurate data in the industry. Discover the secrets we’ve learned in annotating billions of data points for AV.

cars detectionAbstract background shapes
USE CASES

Annotation Solutions for ADAS & AV

Sama agents are experts at accurate labeling of your LiDAR and video data. We can help you create a robust quality rubric for your requirements, detect proper object alignment (roll, pitch, yaw), correct face of interest, cuboid size, and keep track of your target objects across all 3D frames with high accuracy.

Interpolation between frames increases annotation efficiency, and intensity values help you annotate with a high level of precision. With sensor calibration, fix scenes for faster annotation, and project 3D objects to 2D helper images to facilitate object detection and increase quality.

golden gate

Sama’s scalable and secure annotation solutions provides advanced raster and vector image and video annotation tools for semantic, instance and panoptic scene segmentations. ML Assisted Annotation powered by MICROMODEL technology helps labelers annotate 2-4x more efficiently, while predictably producing 94-98% IOU. As a result, our annotators spend less time annotating and more time working on your edge cases.

vehicle detection

Vector annotation tools (polyline, polygon, and arrows) can be used to make lanes and road markings recognizable to autonomous vehicles and improve the accuracy of your lane detection. Sama APIs help you seamlessly re-prioritize tasks, provide quality feedback and monitor projects in production.

lines detection on a road

Sama helps automotive companies develop all aspects of vehicle safety including in-cabin monitoring for driver drowsiness detection and security. High-quality computer vision training data is the fuel for advanced driver-assistance systems, trained to recognize driver emotions and gestures and detect whether drivers are distracted.

man holding a smartphone
CASE STUDIES

Sama Delivers the Highest Quality Data Annotation for ADAS & AV ML Models

car detection

Sama Delivers Higher Quality Data in Half the Time

Sama’s models are pre-trained on specific use cases. With our MICROMODEL technology, we deliver predictable accuracy as high as 98% via a 2-4x more efficient annotation process.

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TESTIMONIALS

Top ML Teams Love Sama

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Trying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!

Learn More
Heather Clair
Heather Clair
Product Manager
at
Precision AI

Trying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!

Heather Clair
Heather Clair
Product Manager
at
Precision AI

Sama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.

Learn More
Ankur Khator
Ankur Khator
Sr. Program Manager
at
Microsoft

Sama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.

Ankur Khator
Ankur Khator
Sr. Program Manager
at
Microsoft

In a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.

Learn More
Steve Heck
Steve Heck
CTO
at
Getty Images

In a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.

Steve Heck
Steve Heck
CTO
at
Getty Images

We have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.

Learn More
Demetrio Aiello
Demetrio Aiello
Head of the Artificial Intelligence & Robotics Labs
at
Continental

We have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.

Demetrio Aiello
Demetrio Aiello
Head of the Artificial Intelligence & Robotics Labs
at
Continental

Once you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.

Learn More
Ben Suidman
Ben Suidman
Senior Program Manager
at
Vulcan

Once you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.

Ben Suidman
Ben Suidman
Senior Program Manager
at
Vulcan

We had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.

Learn More
Gracie Ermi
Gracie Ermi
Research Software Engineer
at
Vulcan

We had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.

Gracie Ermi
Gracie Ermi
Research Software Engineer
at
Vulcan

We significantly improved our training data, enhancing our object detection algorithm to identify people or doors.

Learn More
Naty Shemer
Naty Shemer
R&D Group Manager
at
Indoor Robotics

We significantly improved our training data, enhancing our object detection algorithm to identify people or doors.

Naty Shemer
Naty Shemer
R&D Group Manager
at
Indoor Robotics

Sama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.

Learn More
Xuan Yang
Xuan Yang
Computer Vision Researcher
at
Google

Sama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.

Xuan Yang
Xuan Yang
Computer Vision Researcher
at
Google

Quality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.

Learn More
Vamsi Madabhushi
Vamsi Madabhushi
Product Manager
at
Walmart

Quality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.

Vamsi Madabhushi
Vamsi Madabhushi
Product Manager
at
Walmart

Working with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.

Learn More
Clare Bruzek
Clare Bruzek
VP of Operations
at
Tribe Dynamics

Working with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.

Clare Bruzek
Clare Bruzek
VP of Operations
at
Tribe Dynamics

Sama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.

Learn More
Dhanesh Ramachandram
Dhanesh Ramachandram
Senior Machine Learning Researcher
at
Swift Medical

Sama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.

Dhanesh Ramachandram
Dhanesh Ramachandram
Senior Machine Learning Researcher
at
Swift Medical

The team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.

Learn More
Rafael Hautekiet
Rafael Hautekiet
CEO
at
PolyPerception

The team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.

Rafael Hautekiet
Rafael Hautekiet
CEO
at
PolyPerception

There’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.

Learn More
Parshva Mehta
Parshva Mehta
COO
at
PolyPerception

There’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.

Parshva Mehta
Parshva Mehta
COO
at
PolyPerception

Having worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.

Learn More
Mikael Andersson
Mikael Andersson
Sr Product Owner
at
Volumental

Having worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.

Mikael Andersson
Mikael Andersson
Sr Product Owner
at
Volumental

Sama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.

Learn More
Johanna Schacht
Johanna Schacht
AI Team Lead
at
Orbisk

Sama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.

Johanna Schacht
Johanna Schacht
AI Team Lead
at
Orbisk

You can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.

Learn More
Olaf van der Veen
Olaf van der Veen
CEO and Co-Founder
at
Orbisk

You can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.

Olaf van der Veen
Olaf van der Veen
CEO and Co-Founder
at
Orbisk

Trying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!

Learn More
Heather Clair
Heather Clair
Product Manager
Precision AI

Trying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!

Heather Clair
Heather Clair
Product Manager
Precision AI

Sama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.

Learn More
Ankur Khator
Ankur Khator
Sr. Program Manager
Microsoft

Sama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.

Ankur Khator
Ankur Khator
Sr. Program Manager
Microsoft

In a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.

Learn More
Steve Heck
Steve Heck
CTO
Getty Images

In a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.

Steve Heck
Steve Heck
CTO
Getty Images

We have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.

Learn More
Demetrio Aiello
Demetrio Aiello
Head of the Artificial Intelligence & Robotics Labs
Continental

We have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.

Demetrio Aiello
Demetrio Aiello
Head of the Artificial Intelligence & Robotics Labs
Continental

Once you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.

Learn More
Ben Suidman
Ben Suidman
Senior Program Manager
Vulcan

Once you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.

Ben Suidman
Ben Suidman
Senior Program Manager
Vulcan

We had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.

Learn More
Gracie Ermi
Gracie Ermi
Research Software Engineer
Vulcan

We had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.

Gracie Ermi
Gracie Ermi
Research Software Engineer
Vulcan

We significantly improved our training data, enhancing our object detection algorithm to identify people or doors.

Learn More
Naty Shemer
Naty Shemer
R&D Group Manager
Indoor Robotics

We significantly improved our training data, enhancing our object detection algorithm to identify people or doors.

Naty Shemer
Naty Shemer
R&D Group Manager
Indoor Robotics

Sama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.

Learn More
Xuan Yang
Xuan Yang
Computer Vision Researcher
Google

Sama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.

Xuan Yang
Xuan Yang
Computer Vision Researcher
Google

Quality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.

Learn More
Vamsi Madabhushi
Vamsi Madabhushi
Product Manager
Walmart

Quality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.

Vamsi Madabhushi
Vamsi Madabhushi
Product Manager
Walmart

Working with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.

Learn More
Clare Bruzek
Clare Bruzek
VP of Operations
Tribe Dynamics

Working with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.

Clare Bruzek
Clare Bruzek
VP of Operations
Tribe Dynamics

Sama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.

Learn More
Dhanesh Ramachandram
Dhanesh Ramachandram
Senior Machine Learning Researcher
Swift Medical

Sama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.

Dhanesh Ramachandram
Dhanesh Ramachandram
Senior Machine Learning Researcher
Swift Medical

The team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.

Learn More
Rafael Hautekiet
Rafael Hautekiet
CEO
PolyPerception

The team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.

Rafael Hautekiet
Rafael Hautekiet
CEO
PolyPerception

There’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.

Learn More
Parshva Mehta
Parshva Mehta
COO
PolyPerception

There’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.

Parshva Mehta
Parshva Mehta
COO
PolyPerception

Having worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.

Learn More
Mikael Andersson
Mikael Andersson
Sr Product Owner
Volumental

Having worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.

Mikael Andersson
Mikael Andersson
Sr Product Owner
Volumental

Sama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.

Learn More
Johanna Schacht
Johanna Schacht
AI Team Lead
Orbisk

Sama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.

Johanna Schacht
Johanna Schacht
AI Team Lead
Orbisk

You can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.

Learn More
Olaf van der Veen
Olaf van der Veen
CEO and Co-Founder
Orbisk

You can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.

Olaf van der Veen
Olaf van der Veen
CEO and Co-Founder
Orbisk
WHY SAMA

Why Choose Sama

Sama delivers not only accurate video annotation, but insights and recommendations via our vertically integrated platform combined with human-in-the-loop experts, all while embracing an ethical AI approach. This is why companies come to us when other video annotation solutions fail.

Enterprise-Strength

No matter how complex your models, we consistently deliver a 99% client acceptance rate as you scale, even with high ambiguity images and edge cases.

Learn More

Industry Experience

Sama has over 15 years of experience and our annotators have an average tenure of 2+ years.  Vertically segmented teams provide expertise into industry nuances.

Learn More

Ethical AI

As the first AI certified B Corp, Sama has provided economic opportunities for over 65,000 employees from underserved communities.

Read the MIT RCT Study

Data Security

ISO certified delivery centers, a biometric secured platform and our in-house workforce help protect your data from unauthorized access and data corruption from ingestion to delivery.

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shapes
DATA SECURITY

Data Security is Our Top Priority

Your data remains protected and private because it’s managed in a secure facility by full-time in-house workforce of data experts. Your Data is Yours – Sama does not share or keep any datasets for training or other purposes, unlike crowdsourced alternatives.

ISO 9001
ISO 27001
EU GDPR COMPLIANT
TISAX
RESOURCES

Popular Resources

Learn more about Sama's work with Data Curation

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