Accelerating Robotics with Intelligent Training Data
Power the next generation of autonomous robots with Axonate Tech's specialized AI training data and annotation services for robotics. Our expert team delivers high-quality computer vision datasets, precise object detection labels, semantic scene understanding, LiDAR point cloud annotation, and action sequence labeling—enabling industrial robots, service robots, collaborative cobots, and autonomous mobile platforms to perceive environments, manipulate objects, navigate spaces, and interact safely with humans in complex real-world scenarios.
From sim2real transfer learning and synthetic data generation to human-in-the-loop validation and edge case collection—we provide comprehensive annotation infrastructure supporting the entire robotics development lifecycle including assembly automation, warehouse logistics, surgical assistance, agricultural harvesting, and 3D mapping applications across manufacturing, healthcare, agriculture, and logistics sectors.
Power Your RobotsRobotics AI Training Data Workflow
Data Collection
Sensor capture & recording
Scene Annotation
Object & pose labeling
AI Model Training
Neural network learning
Robot Testing
Real-world validation
Deployment Ready
Production autonomous system
Sub-mm Precision
High Accuracy
Multi-Sensor
RGB-D & LiDAR
Core Technologies
Specialized data annotation for robotic perception and control
Sim2Real Transfer
Bridging simulation and reality through synthetic data generation, domain randomization, and real-world validation enabling cost-effective training at scale.
Computer Vision
Scene annotation, object detection, instance segmentation, 6D pose estimation, and affordance labeling for robotic perception systems.
LiDAR Processing
3D point cloud annotation for navigation, obstacle avoidance, and spatial mapping in industrial and outdoor environments.
Action Labeling
Temporal annotation of manipulation sequences, trajectory labeling, and outcome classification for imitation learning.
Robotics Applications
Assembly & Manufacturing
Part recognition, defect detection, bin picking, precision placement, and quality inspection for industrial automation lines.
Warehouse & Logistics
Package handling, pallet recognition, inventory counting, autonomous navigation, and collaborative picking operations.
Service Robotics
Human detection, gesture recognition, object delivery, cleaning path planning, and social interaction for hospitality and healthcare.
3D Mapping & SLAM
Environment reconstruction, landmark detection, loop closure identification, and dynamic object filtering for autonomous navigation.
Robotic Surgery
Instrument tracking, tissue segmentation, anatomical landmark detection, and motion stabilization for minimally invasive procedures.
Agricultural Harvesting
Crop detection, ripeness assessment, stem localization, grasp point identification, and selective harvesting automation.
Computer Vision Annotation
Scene Understanding
Semantic segmentation classifying floors, walls, obstacles, free space, and object categories for navigation and path planning. Instance segmentation separating individual objects for manipulation planning. Panoptic segmentation combining semantic and instance information for comprehensive scene understanding. Supporting RGB, depth, and multi-modal sensor fusion for robust perception in varied lighting and weather conditions.
Object Detection & Pose
2D/3D bounding boxes with orientation for grasp planning and manipulation. 6D pose estimation providing full position and rotation for precise pick-and-place operations. Keypoint detection identifying grasp points, articulation joints, and functional affordances. Occlusion handling and viewpoint variation ensuring robust detection in cluttered environments with partial visibility and diverse perspectives.
Advanced Capabilities
Simulation Support
Synthetic data generation from physics-based simulators (Gazebo, Isaac Sim, Unity) with automatic annotation pipelines. Domain randomization parameter tuning for sim2real transfer optimization. Photorealistic rendering with material properties, lighting variations, and environmental conditions. Validation frameworks comparing simulated and real-world performance ensuring effective knowledge transfer and reducing real-world data collection requirements.
Human-in-the-Loop
Expert validation of autonomous annotations ensuring domain-specific accuracy. Active learning workflows prioritizing difficult examples for manual review maximizing annotation efficiency. Teleoperation data collection capturing human demonstrations for imitation learning. Intervention labeling marking success/failure outcomes for reinforcement learning reward shaping. Quality assurance protocols with multi-tier review for safety-critical applications.
AI Training Data Types
RGB Images
Multi-view object datasets with varied backgrounds, lighting, and occlusion for robust recognition.
Depth Maps
RGBD data with precise distance measurements for 3D reconstruction and spatial reasoning.
Point Clouds
LiDAR and stereo vision 3D data with semantic labels for navigation and mapping.
Video Sequences
Temporal data with trajectory annotations for motion prediction and activity recognition.
Grasp Datasets
Successful and failed grasp attempts labeled for learning manipulation policies.
SLAM Data
Sensor logs with ground truth trajectories for localization and mapping algorithm validation.
Synthetic Data
Simulation-generated datasets with perfect annotations for pre-training and augmentation.
Edge Cases
Failure scenarios, anomalies, and challenging conditions for safety validation.
Why Choose Axonate Tech for Robotics
Robotics Expertise
Team of roboticists, computer vision engineers, and automation specialists with 5+ years experience.
Academic Partnerships
Collaborations with leading robotics research labs ensuring cutting-edge annotation methodologies.
Rapid Iteration
Agile annotation workflows supporting fast development cycles and continuous model improvement.
High Precision
Sub-millimeter accuracy for manipulation tasks and safety-critical applications in manufacturing and healthcare.
Multi-Robot Support
Experience across manipulators, mobile robots, drones, cobots, and specialized platforms.
Custom Pipelines
Tailored annotation workflows for proprietary sensors, unique tasks, and specialized robot morphologies.
Accelerate Your Robotics Development
Partner with Axonate Tech to build intelligent robotic systems with expert training data annotation. From perception and manipulation to navigation and human interaction—we provide the foundation for autonomous robots that work safely and effectively in the real world.