I will robotics affordance labeling, keypoint annotation and embodied ai data
Data, Code, Autmation with Legal Research
About this Gig
Generic bounding boxes are not enough for physical robot interaction. Embodied AI models require sub-pixel accuracy on grasp points, contact zones, and multi-point joint skeletons.
I specialize in high-precision robotics dataset labeling, converting raw video feeds and multi-camera spatial data into training-ready datasets for robotic end-effectors, hand-object interaction, and spatial movement models.
️ Specialized Services Offered
- Robotic Grasp & Contact Point Annotation: Precise tagging of grip zones, pinch points, and handle alignments for robotic grippers.
- Affordance Polygon Segmentation: Color-coded segmentation for interactable object parts (handle, lid, button, trigger, lever).
- 21-Point Hand Pose & Skeleton Tracking: Multi-frame keypoint annotation for human-robot interaction and teleoperation datasets.
- 3D Spatial Pose & Orientation Vector Tagging: Marking object rotation axes ($X, Y, Z$) and directional trajectory vectors across video frames.
- Multi-View Camera Synchronization: Labeling synchronized multi-camera feeds for spatial depth estimation.
Tools Expertise
- CVAT, Labelbox, Supervisely, Roboflow, Label Studio, Kitti, or client-proprietary web platforms.
Technique:
Manual
Tagging type:
Text
•
Image
•
Video
My Portfolio
FAQ
Can you follow custom JSON schemas or custom keypoint ordering?
Yes! Simply provide your keypoint skeleton definitions (e.g., COCO 17-point, Hand 21-point, or custom joint indexes), and I will structure the export file to match your exact pipeline schema.
How do you handle occluded keypoints in robotics feeds?
Occluded keypoints are tagged using visibility flags (0 = invisible/not labeled, 1 = labeled but occluded, 2 = labeled and visible) based on your standard guidelines.
Can you work directly inside our cloud platform (e.g., Labelbox or CVAT instance)?
Absolutely. You can invite my user profile to your annotation project dashboard, and I will perform the labeling directly within your cloud workspace.

