3D Cuboid Annotation Services for Autonomous Driving, Robotics, and 3D Object Detection

3D Cuboid Annotation Services

3D Cuboid Annotation Services

3D cuboids are essential for training perception models that must understand the geometry, position, and orientation of objects in real environments. Autonomous driving systems, mobile robots, drones, and mapping platforms all rely on 3D bounding boxes to detect vehicles, pedestrians, infrastructure, and dynamic scene elements. Accurate geometry is critical because small deviations can affect distance estimation, collision prediction, and motion understanding.DataVLab provides 3D cuboid annotation services tailored to autonomous driving, robotics, mapping, and industrial automation. Our annotators follow detailed guidelines for cuboid placement, object centering, rotation angles, height estimation, occlusion handling, and partial visibility. Cuboids are consistently adapted to sensor specifications, projection methods, and dataset conventions.We support LiDAR point clouds, depth maps, multi view stereo, RGB D datasets, radar fused scenes, and synthetic or simulated 3D environments. Tasks include 3D object detection, sequence tracking, object identity continuity, occlusion management, and bounding box refinement. For projects requiring alignment with camera data, we also support 2D 3D projection and cross sensor verification.Quality control includes multi stage review, spatial consistency checks, rotation accuracy validation, and sequence inspection for identity drift. For sensitive projects, we provide GDPR aligned workflows with optional EU only annotation.Our 3D cuboid workflows help perception models learn object geometry with precision and stability, supporting safer navigation and more accurate scene understanding.

Accurate 3D cuboids for vehicles, pedestrians, and static or dynamic objects.

Support for LiDAR, depth sensors, stereo vision, and multimodal perception datasets.

Structured quality review for geometric accuracy and temporal consistency.

How DataVLab Supports 3D Object Detection and Perception Models

We deliver stable 3D cuboid annotations across diverse sensors and large scale sequences.

Vehicle Cuboid Annotation

Vehicle Cuboid Annotation

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Accurate 3D boxes for road traffic elements

We annotate cars, trucks, buses, vans, trailers, motorcycles, and bicycles with consistent cuboids that reflect precise geometry and class definitions.

Pedestrian and Vulnerable Road User Cuboids

Pedestrian and Vulnerable Road User Cuboids

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3D bounding boxes for human and small object detection

We label pedestrians, construction workers, cyclists, and other vulnerable road users, ensuring stable cuboids even under partial visibility.

Infrastructure and Static Object Cuboids

Infrastructure and Static Object Cuboids

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Annotation for signs, poles, barriers, and objects in the environment

We annotate static structures such as traffic signs, cones, barriers, poles, vegetation clusters, and roadside equipment that impact navigation models.

Sequence Based Cuboid Tracking

Sequence Based Cuboid Tracking

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Identity continuity across consecutive frames

We track objects across time, adjusting cuboids for movement, rotation, and occlusion to support motion prediction and trajectory analysis.

Cuboid Refinement and Geometry Verification

Cuboid Refinement and Geometry Verification

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Spatial accuracy checks for 3D perception models

We refine cuboids by checking alignment with point clusters, sensor angles, projection rules, and object geometry guidelines.

3D Fusion Annotation

3D Fusion Annotation

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Cross sensor validation for 2D 3D consistency

We synchronize cuboids across LiDAR and camera inputs to support fused perception pipelines and multi view analysis.

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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