Build perception systems that generalize across every driving condition

From real-world data collection to synchronized multi-sensor annotation and long-tail curation - Encord covers the full AV data pipeline, with managed services when you need to move faster.

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Scaling to new driving environments exposes generalization gaps fast.

Teams that outgrow their annotation vendor - waiting two weeks for turnaround, hitting quality ceilings, losing visibility into label consistency - can't iterate fast enough. Encord gives AV and ADAS teams a data infrastructure that handles sensor-fused annotation at scale, enforces quality across large annotation workforces, and surfaces the long-tail scenarios that matter most before they become production failures.

“We now have an integrated, one-stop solution where we can manage our data and also understand model performance - and the errors and issues where the models are not performing well - and create the feedback mechanisms to improve our models and data.”

Prajwal Kotamraju

Co-Founder and Head of Computer Vision at Automotus

Built for ADAS

Synchronized multi-sensor annotation

Annotate LiDAR point clouds, camera frames, and radar returns in a unified 3D scene editor - temporally synchronized across all sensor inputs, with interpolation for both dynamic and static objects.

Synchronized multi-sensor annotation

Annotate LiDAR point clouds, camera frames, and radar returns in a unified 3D scene editor - temporally synchronized across all sensor inputs, with interpolation for both dynamic and static objects.

AI prelabels on self driving LiDAR scene

AI-assisted 3D annotation

Pre-labeling, automated validation checks, and object sizing tools cut manual annotation time significantly — with QA workflows built for the precision ADAS programs require.

Long-tail scenario curation

Embedding-based search and clustering identify underrepresented driving scenarios - adverse weather, construction zones, pedestrian edge cases - so gaps get addressed before training, not after deployment.

Managed annotation services

Expert annotators with AV and ADAS domain experience, available when you need throughput that your in-house team can't cover. Full integration with platform quality controls - no separate vendor, no quality delta between internal and outsourced labels.

Geo location filtering for autonomous vehicles

Data collection for AV programs

Need to collect new driving scenarios at scale? Encord's data services team can support structured data collection programs - from sensor capture to labeled dataset delivery.

Our facility,
your protocol.

Whether you’re bringing custom hardware, defining novel task protocols, or scaling to thousands of hours - we adapt every aspect of the collection pipeline to your research requirements.

Supported Data Types