Industries

Experts in AV & ADAS Data Annotation and Model Validation

Spatial Object Detection & Tracking

Our advanced capabilities help support a wide variety of spatial object detection and tracking applications including vulnerable road users, adaptive cruise control, driveable free space, and automatic braking or parking among others.

We excel at even the most complex workflows—supporting up to 14 sensors, high density of objects and 2D object detection across video sequences at scale. Our ML assisted extrapolation and preprocessing systems like SLAM, combined with our expert human-in-the-loop workforce, allow us to deliver highly accurate annotations, faster.

Lane and Road Marking Detection

We help get vehicle navigation and driver assistance systems like blind spot monitoring, lane departure warnings and collision detection into production faster by providing high-quality 2D and 3D polyline annotations to both train and validate models. Additionally, our proprietary preprocessing systems provide greater efficiency and consistent lane markings. Our advanced frameworks and human-in-the-loop approach provide the precision and consistency needed to build robust datasets.

Model Validation

Our model validation solutions provide deep visibility into performance and offer actionable insights to improve model predictions. Our team of experts reviews predictions, identifying false positives or negatives along with inaccurate predictions to highlight weaknesses. For example, if your model is consistently misidentifying yellow buses, you know to add more yellow buses to your training data.

In addition, we can validate model predictions across hundreds of miles of consecutive driving—including 360 degree multi-sensors—to document the safety of a driver assistance system and ensure you hit KPIs before shipping it into production.

In-Cabin Behavior Monitoring

Labeling can be performed on in-cabin footage in order to ensure the safety of the driver and those around him or her. This includes pose detection, gaze tracking, weariness and sleepiness detection, as well as passenger and driver action monitoring in order to prevent crime. Our data experts help power a variety of behavior monitoring applications for vehicle fleets including driver alertness and object detection. We leverage a variety of annotation techniques including facial landmarking and eye tracking along with keypoint and raster annotation to create the training data needed to train models to detect whether a driver is overtired or distracted. We also help train object detection algorithms to determine whether objects are a threat to driver alertness and safety—such as drinking a soda versus being distracted by a phone.

360° 3D Multi Sensor

We support complex workflows with the ability to load up to 14 sensors, including cameras, LiDAR, radar and ultrasonic sensors, as well as support multiple point-clouds. We also help make your data cleaner through SLAM algorithms to augment your sensors, accumulated point clouds and global coordinate conversion in addition to camera shutter and ego motion compensation.

  • Our custom intensity points visualization enables our team to identify objects more clearly—for example, reducing sensor bloom around highly reflective surfaces like metal traffic signs—providing more precise annotations quicker.

COMPREHENSIVE SHAPE SUPPORT

We support all annotation types for a variety of complex autonomous vehicle and ADAS applications. These include bounding boxes, cuboids and polygons for object tracking as well as keypoints, lines and raster for lane marking and driveable area, and facial landmarking and eye tracking for in-cabin behavior monitoring.

AI ACCELERATION

Our proprietary technology and algorithms provide annotations and insights quickly and with increased accuracy. Our preprocessing systems like SLAM allow us to track objects across frames automatically creating efficiencies in the annotation process. In addition, our AutoQA automatically detects and surfaces logical fallacies so that inaccuracies are immediately detected and rectified. The result is more accurate annotations, faster.

FULL SCENE SEGMENTATION

We offer full scene segmentation, painting every pixel with polyline and raster annotations and then providing class-level descriptions. Our ML assisted annotation and pre-labelling technologies speed up this process to provide faster and higher quality annotations than interpolation.

PLATFORM

What Our Platform Offers

Advanced 3D Technologies

Accelerate your model development with our advanced 3D technologies, including: SLAM algorithms to augment your sensors; custom intensity points visualization; accumulated point clouds; egomotion compensation; pre-annotation; and global coordinates conversions. We easily load up to 14 cameras and multiple point-clouds from multi-LiDAR, radar, and/or ultrasonic sensors.

Proactive Quality at-Scale

Our proactive approach minimizes delays while maintaining quality to help teams and models hit their milestones. All of our solutions are backed by the industry’s highest quality guarantee for ADAS, AV, and Generative AI. We start with a 94% written quality guarantee for every project but can guarantee up to 98.5%—regardless of complexity or scale.

Proactive Insights

We combine the expertise of the industry’s best specialists with deep industry knowledge and proprietary algorithms to deliver faster insights and reduce the likelihood of unwanted biases and other privacy or compliance vulnerabilities.

Collaborative Project Space

Our collaborative project space, is designed for enhanced communication. Clients have access to collaboration workflows, self-service sampling and complete reporting to track their project’s progress.

Easy Integrations

We offer a variety of integration options, including APIs, CLIs, and webhooks that allow you to seamlessly connect our platform to your existing workflows. The API is a powerful tool that allows you to programmatically query the status of projects, post new tasks to be done, receive results automatically, and more. We also offer custom engineering to integrate deeply into your custom APIs and workflows.

Multimodal Support

Beyond computer vision, Supervised Fine Tuning service for LLMs helps improve in-cabin safety and experience with better voice commands, and unlocks other multi-modal AI experiences such as vision + audio, or gestures + voice. We can also layer voice + sentiment analysis to detect changes in tone which affect meaning.

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 – Aimabec Tech does not share or keep any datasets for training or other purposes, unlike crowdsourced alternatives.