AR Annotation Services for Gesture and Spatial AI

AR Annotation Services

AR Annotation Services

Augmented reality systems depend on precise annotation to understand human gestures, depth cues, and spatial context. Whether you are building gesture recognition models, mixed reality interfaces, or teleoperation tools, the stability of your AI outputs depends directly on the quality of the labels in your training data.

DataVLab provides AR annotation services for XR, robotics, and spatial AI teams. Our annotators label hand and body keypoints, gesture classes, object interactions, and temporal sequences across video and sensor data. We pay particular attention to occlusions, identity consistency, and multi frame tracking so models can follow hands and objects reliably over time.

Workflows are tailored to each project. We help you formalise gesture definitions, interaction types, and edge cases so that all annotators follow the same rules. Quality control combines multi step review, calibration rounds, and internal audits to keep datasets consistent across long recordings.

With these processes in place, AR products gain smoother gesture control, more stable overlays, and safer interaction with robots or industrial equipment.

Specialised gesture and AR annotation workflows for XR, robotics, and spatial computing.

Consistent multi frame tracking and identity handling across long sequences.

Custom guidelines and multi level QA to keep gesture labels accurate and stable.

How DataVLab Supports Gesture and AR Model Training

Examples of annotation workflows that improve gesture recognition, motion tracking, and spatial interaction models.

Hand Keypoint Labeling

Hand Keypoint Labeling

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Multi joint annotation for gesture models

We annotate finger and hand joints frame by frame so AR models can recognise gestures and track motion accurately.

Gesture Class Annotation

Gesture Class Annotation

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Static and dynamic gesture categories

We label gestures such as point, grab, swipe, pinch, and custom commands according to your taxonomy.

Interaction and Object Annotation

Interaction and Object Annotation

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Hands interacting with physical objects

We tag contact events, object manipulation, and relevant interaction phases to support mixed reality interfaces and robotics control.

Sequence Level Annotation

Sequence Level Annotation

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Temporal boundaries for gestures

We mark the start and end of gestures and actions across sequences so models learn clear temporal segments.

Depth and Occlusion Edge Cases

Depth and Occlusion Edge Cases

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Complex viewpoints and partial visibility

Annotators follow specific rules for occluded hands and overlapping objects to keep labels consistent.

AR Evaluation and Test Sets

AR Evaluation and Test Sets

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Hold out annotated clips for model validation

We prepare small, carefully reviewed datasets that can be used to benchmark gesture and spatial model performance.

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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We are here to assist in providing high-quality data annotation services and improve your AI's performances