Sensor Fusion Annotation Services for Multimodal ADAS and Autonomous Driving Systems

Sensor Fusion Annotation Services

Sensor Fusion Annotation Services

Modern autonomous driving and advanced driver assistance systems rely on sensor fusion to interpret the road environment with greater accuracy than any single sensor can provide. Combining LiDAR, cameras, radar, and sometimes ultrasonic or GPS data enables models to understand depth, geometry, appearance, velocity, and motion patterns at the same time. To build fusion ready datasets, annotations must be consistent, aligned, and structurally compatible across all sensor modalities.DataVLab provides sensor fusion annotation services that integrate 2D and 3D labeling workflows into a unified pipeline. Our annotators follow guidelines designed to maintain cross sensor alignment, coordinate frame accuracy, consistent class definitions, and temporal synchronization. We support calibration based mapping between camera and LiDAR, depth extraction from stereo systems, radar velocity mapping, and annotation aligned to ego vehicle motion.Tasks include 2D and 3D object labeling, cross modality tracking, depth enhanced annotation, occlusion management, fused segmentation, region classification, and multi sensor sequence labeling. We also support labeling for high density LiDAR combined with multi camera rigs, as well as synthetic and simulated environments.Quality control includes spatial alignment checks across coordinate frames, temporal consistency validation, identity tracking, and fusion integrity checks that ensure labels remain coherent across all modalities. Sensitive automotive datasets can be processed under GDPR aligned workflows with optional EU only annotation.Sensor fusion annotation strengthens the performance of perception models by ensuring every object is accurately represented in both 2D and 3D and throughout entire sequences.

Cross sensor annotation aligned between LiDAR, camera, radar, and combined data streams.

Structured workflows that maintain spatial and temporal consistency for fused perception.

Support for large scale autonomous driving datasets and complex multi sensor setups.

How DataVLab Supports Multimodal Perception and Sensor Fusion

We align annotations across multiple sensors to strengthen depth perception, object tracking, and scene understanding.

Camera and LiDAR Fusion Annotation

Camera and LiDAR Fusion Annotation

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Alignment between 2D bounding boxes and 3D cuboids

We synchronize 2D image annotations with 3D LiDAR labels to support depth estimation, fusion based detection, and unified perception architectures.

Multi Camera and LiDAR Segmentation

Multi Camera and LiDAR Segmentation

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Fused semantic understanding across all viewpoints

We annotate roads, lanes, vehicles, pedestrians, buildings, and infrastructure consistently across multi camera and LiDAR streams.

Radar Enhanced Annotation

Radar Enhanced Annotation

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Fusion of velocity aware radar signals with LiDAR and camera

We incorporate radar detections into the fusion pipeline to enhance perception of motion, distance, and object continuity.

Cross Sensor Tracking

Cross Sensor Tracking

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Consistent object identities across all modalities

We track vehicles, pedestrians, cyclists, and static objects across camera frames, LiDAR scans, and radar signals, ensuring stable identity handling.

Depth and Stereo Fusion Annotation

Depth and Stereo Fusion Annotation

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Labeling aligned with disparity maps and depth estimation

We annotate stereo camera datasets with depth aware labels, combining 2D visual information with structured depth cues.

Fusion Dataset Quality Review

Fusion Dataset Quality Review

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Verification of cross modality accuracy and alignment

Reviewers check calibration alignment, frame synchronization, class consistency, and geometry coherence across all sensor streams.

Discover How Our Process Works

1

Defining Project

We analyze your project scope, objectives, and dataset to determine the best annotation approach.
2

Sampling & Calibration

We conduct small-scale annotations to refine guidelines, ensuring consistency and accuracy before scaling.
3

Annotation

Our expert annotators apply high-quality labels to your data using the most suitable annotation techniques.
4

Review & Assurance

Each dataset undergoes rigorous quality control to ensure precision and alignment with project specifications.
5

Delivery

We provide the fully annotated dataset in your preferred format, ready for seamless AI model integration.

Explore Industry Applications

We provide solutions to different industries, ensuring high-quality annotations tailored to your specific needs.

Upgrade your AI's performance

We provide high-quality annotation services to improve your AI's performances

Custom service offering

Up to 10x Faster

Accelerate your AI training with high-speed annotation workflows that outperform traditional processes.

AI-Assisted

Seamless integration of manual expertise and automated precision for superior annotation quality.

Advanced QA

Tailor-made quality control protocols to ensure error-free annotations on a per-project basis.

Highly-specialized

Work with industry-trained annotators who bring domain-specific knowledge to every dataset.

Ethical Outsourcing

Fair working conditions and transparent processes to ensure responsible and high-quality data labeling.

Proven Expertise

A track record of success across multiple industries, delivering reliable and effective AI training data.

Scalable Solutions

Tailored workflows designed to scale with your project’s needs, from small datasets to enterprise-level AI models.

Global Team

A worldwide network of skilled annotators and AI specialists dedicated to precision and excellence.

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Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted

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