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

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
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
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
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
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
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
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
Defining Project
Sampling & Calibration
Annotation
Review & Assurance
Delivery
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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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